diff --git "a/ntu60_xsub/b_1/20250525_201724.log" "b/ntu60_xsub/b_1/20250525_201724.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/b_1/20250525_201724.log" @@ -0,0 +1,4946 @@ +2025-05-25 20:17:24,319 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-05-25 20:17:24,672 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/b_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='b', + num_classes=60, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xsub/b_1', + interval_epoch=5, + weight_1=0.2, + weight_2=0.2)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-05-25 20:17:24,673 - pyskl - INFO - Set random seed to 1696485479, deterministic: False +2025-05-25 20:17:45,178 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-05-25 20:17:51,817 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-25 20:17:51,843 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1 +2025-05-25 20:17:51,843 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-05-25 20:17:51,843 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-25 20:17:51,843 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1 by HardDiskBackend. +2025-05-25 20:18:56,539 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 19:31:48, time: 0.647, data_time: 0.213, memory: 13125, top1_acc: 0.0375, top5_acc: 0.1394, loss_cls: 10.7669, loss: 10.7669 +2025-05-25 20:19:39,466 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 8:09:18, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.0344, top5_acc: 0.1656, loss_cls: 9.1569, loss: 9.1569 +2025-05-25 20:20:22,647 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 4:26:38, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0338, top5_acc: 0.1619, loss_cls: 9.0434, loss: 9.0434 +2025-05-25 20:21:05,764 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 2:33:56, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0481, top5_acc: 0.1762, loss_cls: 8.9106, loss: 8.9106 +2025-05-25 20:21:48,579 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 1:22:15, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0481, top5_acc: 0.2025, loss_cls: 8.8409, loss: 8.8409 +2025-05-25 20:22:31,574 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 0:36:06, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.0644, top5_acc: 0.2662, loss_cls: 8.5756, loss: 8.5756 +2025-05-25 20:23:14,648 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 2 days, 0:03:38, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0644, top5_acc: 0.2906, loss_cls: 8.4088, loss: 8.4088 +2025-05-25 20:23:57,796 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 23:39:41, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0794, top5_acc: 0.3181, loss_cls: 8.3354, loss: 8.3354 +2025-05-25 20:24:40,867 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 23:20:22, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.0838, top5_acc: 0.3500, loss_cls: 8.1896, loss: 8.1896 +2025-05-25 20:25:24,034 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 23:05:22, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0912, top5_acc: 0.3787, loss_cls: 8.0722, loss: 8.0722 +2025-05-25 20:26:07,123 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 22:52:31, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1013, top5_acc: 0.4100, loss_cls: 7.8463, loss: 7.8463 +2025-05-25 20:26:50,078 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 22:41:00, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1050, top5_acc: 0.4400, loss_cls: 7.8115, loss: 7.8115 +2025-05-25 20:27:32,942 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 22:30:42, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1150, top5_acc: 0.4263, loss_cls: 7.8259, loss: 7.8259 +2025-05-25 20:28:15,921 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 22:22:17, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1056, top5_acc: 0.4256, loss_cls: 7.7820, loss: 7.7820 +2025-05-25 20:28:58,865 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 22:14:45, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1313, top5_acc: 0.4631, loss_cls: 7.6986, loss: 7.6986 +2025-05-25 20:29:41,823 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 22:08:08, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1375, top5_acc: 0.4750, loss_cls: 7.6674, loss: 7.6674 +2025-05-25 20:30:24,711 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 22:01:56, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1237, top5_acc: 0.4769, loss_cls: 7.6171, loss: 7.6171 +2025-05-25 20:31:07,554 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 21:56:12, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.1394, top5_acc: 0.4969, loss_cls: 7.5278, loss: 7.5278 +2025-05-25 20:31:50,514 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 21:51:23, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1500, top5_acc: 0.4944, loss_cls: 7.5827, loss: 7.5827 +2025-05-25 20:32:33,651 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 21:47:31, time: 0.431, data_time: 0.000, memory: 13125, top1_acc: 0.1487, top5_acc: 0.5125, loss_cls: 7.5270, loss: 7.5270 +2025-05-25 20:33:16,901 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 21:44:17, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1762, top5_acc: 0.5306, loss_cls: 7.4568, loss: 7.4568 +2025-05-25 20:33:59,801 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 21:40:18, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1700, top5_acc: 0.5619, loss_cls: 7.3584, loss: 7.3584 +2025-05-25 20:34:42,753 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:36:44, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1675, top5_acc: 0.5619, loss_cls: 7.3188, loss: 7.3188 +2025-05-25 20:35:25,717 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:33:26, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.1750, top5_acc: 0.5556, loss_cls: 7.3635, loss: 7.3635 +2025-05-25 20:36:08,629 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:30:13, time: 0.429, data_time: 0.000, memory: 13125, top1_acc: 0.1931, top5_acc: 0.6025, loss_cls: 7.1660, loss: 7.1660 +2025-05-25 20:36:11,737 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-25 20:37:27,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 20:37:27,910 - pyskl - INFO - +top1_acc 0.2122 +top5_acc 0.5998 +2025-05-25 20:37:28,932 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-25 20:37:28,932 - pyskl - INFO - Best top1_acc is 0.2122 at 1 epoch. +2025-05-25 20:37:28,935 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.2122, top5_acc: 0.5998 +2025-05-25 20:38:32,774 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 22:10:49, time: 0.638, data_time: 0.208, memory: 13126, top1_acc: 0.1812, top5_acc: 0.6025, loss_cls: 7.1888, loss: 7.1888 +2025-05-25 20:39:15,807 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 22:06:38, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2031, top5_acc: 0.6081, loss_cls: 7.1407, loss: 7.1407 +2025-05-25 20:39:58,825 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 22:02:38, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2056, top5_acc: 0.6288, loss_cls: 7.0887, loss: 7.0887 +2025-05-25 20:40:41,823 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 21:58:50, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2162, top5_acc: 0.6431, loss_cls: 6.9916, loss: 6.9916 +2025-05-25 20:41:24,874 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 21:55:21, time: 0.431, data_time: 0.000, memory: 13126, top1_acc: 0.2188, top5_acc: 0.6625, loss_cls: 6.9197, loss: 6.9197 +2025-05-25 20:42:07,763 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 21:51:43, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.2200, top5_acc: 0.6512, loss_cls: 6.9323, loss: 6.9323 +2025-05-25 20:42:50,694 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 21:48:21, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.2412, top5_acc: 0.6669, loss_cls: 6.8697, loss: 6.8697 +2025-05-25 20:43:33,603 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 21:45:06, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.2619, top5_acc: 0.7113, loss_cls: 6.7122, loss: 6.7122 +2025-05-25 20:44:16,511 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 21:42:00, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.2506, top5_acc: 0.6806, loss_cls: 6.9091, loss: 6.9091 +2025-05-25 20:44:59,375 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 21:38:58, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.2519, top5_acc: 0.6975, loss_cls: 6.7450, loss: 6.7450 +2025-05-25 20:45:42,319 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 21:36:11, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.2625, top5_acc: 0.6987, loss_cls: 6.7815, loss: 6.7815 +2025-05-25 20:46:25,272 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:33:32, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.2881, top5_acc: 0.7244, loss_cls: 6.6432, loss: 6.6432 +2025-05-25 20:47:08,250 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:31:01, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.3050, top5_acc: 0.7181, loss_cls: 6.5500, loss: 6.5500 +2025-05-25 20:47:51,198 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:28:33, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3275, top5_acc: 0.7562, loss_cls: 6.4081, loss: 6.4081 +2025-05-25 20:48:34,088 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:26:05, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3194, top5_acc: 0.7531, loss_cls: 6.4474, loss: 6.4474 +2025-05-25 20:49:16,982 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 21:23:43, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3325, top5_acc: 0.7631, loss_cls: 6.4752, loss: 6.4752 +2025-05-25 20:49:59,870 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 21:21:25, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3219, top5_acc: 0.7725, loss_cls: 6.4016, loss: 6.4016 +2025-05-25 20:50:42,746 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 21:19:10, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3681, top5_acc: 0.7913, loss_cls: 6.1985, loss: 6.1985 +2025-05-25 20:51:25,648 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 21:17:01, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3556, top5_acc: 0.8025, loss_cls: 6.1698, loss: 6.1698 +2025-05-25 20:52:08,591 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 21:15:00, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3819, top5_acc: 0.8163, loss_cls: 6.0465, loss: 6.0465 +2025-05-25 20:52:51,493 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 21:12:59, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3681, top5_acc: 0.8119, loss_cls: 6.1324, loss: 6.1324 +2025-05-25 20:53:34,391 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 21:11:00, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4081, top5_acc: 0.8087, loss_cls: 6.0521, loss: 6.0521 +2025-05-25 20:54:17,278 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 21:09:04, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.3750, top5_acc: 0.8163, loss_cls: 6.1686, loss: 6.1686 +2025-05-25 20:55:00,232 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 21:07:16, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.4612, top5_acc: 0.8512, loss_cls: 5.7302, loss: 5.7302 +2025-05-25 20:55:43,165 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 21:05:30, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.4269, top5_acc: 0.8475, loss_cls: 5.8521, loss: 5.8521 +2025-05-25 20:55:46,284 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-25 20:57:02,016 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 20:57:02,084 - pyskl - INFO - +top1_acc 0.4152 +top5_acc 0.8086 +2025-05-25 20:57:02,138 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_1.pth was removed +2025-05-25 20:57:03,213 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-25 20:57:03,214 - pyskl - INFO - Best top1_acc is 0.4152 at 2 epoch. +2025-05-25 20:57:03,216 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.4152, top5_acc: 0.8086 +2025-05-25 20:58:07,293 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:26:05, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.4350, top5_acc: 0.8431, loss_cls: 5.8552, loss: 5.8552 +2025-05-25 20:58:50,335 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:24:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.4300, top5_acc: 0.8525, loss_cls: 5.6548, loss: 5.6548 +2025-05-25 20:59:33,308 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:22:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.4644, top5_acc: 0.8550, loss_cls: 5.6805, loss: 5.6805 +2025-05-25 21:00:16,523 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 21:20:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.4763, top5_acc: 0.8594, loss_cls: 5.6040, loss: 5.6040 +2025-05-25 21:00:59,499 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 21:18:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.4738, top5_acc: 0.8506, loss_cls: 5.7237, loss: 5.7237 +2025-05-25 21:01:42,381 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 21:16:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.4894, top5_acc: 0.8800, loss_cls: 5.5338, loss: 5.5338 +2025-05-25 21:02:25,244 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 21:14:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.4869, top5_acc: 0.8662, loss_cls: 5.5422, loss: 5.5422 +2025-05-25 21:03:08,131 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 21:12:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.4675, top5_acc: 0.8638, loss_cls: 5.5843, loss: 5.5843 +2025-05-25 21:03:51,017 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 21:10:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.4744, top5_acc: 0.8681, loss_cls: 5.5144, loss: 5.5144 +2025-05-25 21:04:33,970 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 21:08:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5162, top5_acc: 0.8800, loss_cls: 5.3264, loss: 5.3264 +2025-05-25 21:05:16,782 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 21:07:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5156, top5_acc: 0.8781, loss_cls: 5.4457, loss: 5.4457 +2025-05-25 21:05:59,649 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 21:05:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5125, top5_acc: 0.8806, loss_cls: 5.3645, loss: 5.3645 +2025-05-25 21:06:42,565 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 21:03:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.4850, top5_acc: 0.8706, loss_cls: 5.4323, loss: 5.4323 +2025-05-25 21:07:25,449 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 21:01:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5156, top5_acc: 0.8894, loss_cls: 5.3419, loss: 5.3419 +2025-05-25 21:08:08,371 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 21:00:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5444, top5_acc: 0.8906, loss_cls: 5.2274, loss: 5.2274 +2025-05-25 21:08:51,175 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 20:58:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5456, top5_acc: 0.9050, loss_cls: 5.2048, loss: 5.2048 +2025-05-25 21:09:33,998 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 20:56:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5162, top5_acc: 0.8888, loss_cls: 5.2448, loss: 5.2448 +2025-05-25 21:10:16,746 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 20:55:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.5381, top5_acc: 0.8888, loss_cls: 5.2021, loss: 5.2021 +2025-05-25 21:10:59,752 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 20:53:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5656, top5_acc: 0.9019, loss_cls: 5.0720, loss: 5.0720 +2025-05-25 21:11:42,671 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 20:52:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5487, top5_acc: 0.8969, loss_cls: 5.1535, loss: 5.1535 +2025-05-25 21:12:25,569 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 20:50:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5487, top5_acc: 0.9069, loss_cls: 5.1337, loss: 5.1337 +2025-05-25 21:13:08,378 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 20:49:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.5669, top5_acc: 0.9062, loss_cls: 4.9997, loss: 4.9997 +2025-05-25 21:13:51,337 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 20:47:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.5887, top5_acc: 0.9194, loss_cls: 4.9730, loss: 4.9730 +2025-05-25 21:14:34,233 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 20:46:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5856, top5_acc: 0.9044, loss_cls: 5.0358, loss: 5.0358 +2025-05-25 21:15:17,121 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 20:44:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.5900, top5_acc: 0.9194, loss_cls: 4.9804, loss: 4.9804 +2025-05-25 21:15:20,203 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-25 21:16:36,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:16:36,417 - pyskl - INFO - +top1_acc 0.5797 +top5_acc 0.9037 +2025-05-25 21:16:36,471 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_2.pth was removed +2025-05-25 21:16:37,518 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-25 21:16:37,519 - pyskl - INFO - Best top1_acc is 0.5797 at 3 epoch. +2025-05-25 21:16:37,522 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.5797, top5_acc: 0.9037 +2025-05-25 21:17:41,167 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 20:57:59, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.6031, top5_acc: 0.9137, loss_cls: 4.9273, loss: 4.9273 +2025-05-25 21:18:24,078 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 20:56:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6038, top5_acc: 0.9200, loss_cls: 4.8087, loss: 4.8087 +2025-05-25 21:19:07,178 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 20:55:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6188, top5_acc: 0.9250, loss_cls: 4.7702, loss: 4.7702 +2025-05-25 21:19:50,317 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 20:53:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.5863, top5_acc: 0.9087, loss_cls: 4.9189, loss: 4.9189 +2025-05-25 21:20:33,475 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 20:52:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6238, top5_acc: 0.9206, loss_cls: 4.7675, loss: 4.7675 +2025-05-25 21:21:16,413 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 20:50:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6406, top5_acc: 0.9356, loss_cls: 4.5761, loss: 4.5761 +2025-05-25 21:21:59,283 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 20:49:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6088, top5_acc: 0.9194, loss_cls: 4.7747, loss: 4.7747 +2025-05-25 21:22:42,272 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 20:48:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6312, top5_acc: 0.9244, loss_cls: 4.8285, loss: 4.8285 +2025-05-25 21:23:25,182 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 20:46:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6325, top5_acc: 0.9256, loss_cls: 4.6784, loss: 4.6784 +2025-05-25 21:24:08,163 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 20:45:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6181, top5_acc: 0.9156, loss_cls: 4.7817, loss: 4.7817 +2025-05-25 21:24:51,147 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 20:43:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6238, top5_acc: 0.9219, loss_cls: 4.6631, loss: 4.6631 +2025-05-25 21:25:33,985 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 20:42:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6212, top5_acc: 0.9213, loss_cls: 4.6474, loss: 4.6474 +2025-05-25 21:26:16,995 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 20:41:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6350, top5_acc: 0.9231, loss_cls: 4.6862, loss: 4.6862 +2025-05-25 21:26:59,979 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 20:39:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6262, top5_acc: 0.9300, loss_cls: 4.6193, loss: 4.6193 +2025-05-25 21:27:42,897 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 20:38:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6412, top5_acc: 0.9306, loss_cls: 4.5558, loss: 4.5558 +2025-05-25 21:28:25,737 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 20:37:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6650, top5_acc: 0.9250, loss_cls: 4.5687, loss: 4.5687 +2025-05-25 21:29:08,600 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 20:35:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6500, top5_acc: 0.9237, loss_cls: 4.5878, loss: 4.5878 +2025-05-25 21:29:51,522 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 20:34:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6569, top5_acc: 0.9419, loss_cls: 4.4933, loss: 4.4933 +2025-05-25 21:30:34,360 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:33:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6431, top5_acc: 0.9356, loss_cls: 4.5357, loss: 4.5357 +2025-05-25 21:31:17,201 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:31:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6644, top5_acc: 0.9337, loss_cls: 4.4683, loss: 4.4683 +2025-05-25 21:32:00,045 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:30:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6350, top5_acc: 0.9313, loss_cls: 4.5565, loss: 4.5565 +2025-05-25 21:32:42,859 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:29:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6569, top5_acc: 0.9294, loss_cls: 4.4605, loss: 4.4605 +2025-05-25 21:33:25,721 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:27:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6519, top5_acc: 0.9356, loss_cls: 4.4427, loss: 4.4427 +2025-05-25 21:34:08,623 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:26:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6663, top5_acc: 0.9363, loss_cls: 4.4309, loss: 4.4309 +2025-05-25 21:34:51,498 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:25:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6494, top5_acc: 0.9394, loss_cls: 4.5188, loss: 4.5188 +2025-05-25 21:34:54,563 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-25 21:36:10,271 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:36:10,341 - pyskl - INFO - +top1_acc 0.6611 +top5_acc 0.9324 +2025-05-25 21:36:10,395 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_3.pth was removed +2025-05-25 21:36:11,421 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-25 21:36:11,422 - pyskl - INFO - Best top1_acc is 0.6611 at 4 epoch. +2025-05-25 21:36:11,425 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6611, top5_acc: 0.9324 +2025-05-25 21:37:15,111 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 20:35:06, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.6669, top5_acc: 0.9394, loss_cls: 4.4152, loss: 4.4152 +2025-05-25 21:37:58,035 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 20:33:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6694, top5_acc: 0.9381, loss_cls: 4.4057, loss: 4.4057 +2025-05-25 21:38:41,007 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 20:32:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6656, top5_acc: 0.9456, loss_cls: 4.3683, loss: 4.3683 +2025-05-25 21:39:23,958 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:31:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6619, top5_acc: 0.9413, loss_cls: 4.2470, loss: 4.2470 +2025-05-25 21:40:06,779 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:29:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6869, top5_acc: 0.9425, loss_cls: 4.2543, loss: 4.2543 +2025-05-25 21:40:49,648 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:28:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6706, top5_acc: 0.9387, loss_cls: 4.4482, loss: 4.4482 +2025-05-25 21:41:32,521 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:27:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6875, top5_acc: 0.9450, loss_cls: 4.2590, loss: 4.2590 +2025-05-25 21:42:15,334 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:26:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6594, top5_acc: 0.9319, loss_cls: 4.4194, loss: 4.4194 +2025-05-25 21:42:58,186 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:24:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6913, top5_acc: 0.9337, loss_cls: 4.3418, loss: 4.3418 +2025-05-25 21:43:41,058 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:23:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9413, loss_cls: 4.2399, loss: 4.2399 +2025-05-25 21:44:23,890 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:22:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6844, top5_acc: 0.9519, loss_cls: 4.2406, loss: 4.2406 +2025-05-25 21:45:06,823 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 20:21:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6913, top5_acc: 0.9481, loss_cls: 4.3164, loss: 4.3164 +2025-05-25 21:45:49,671 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 20:19:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6656, top5_acc: 0.9419, loss_cls: 4.2585, loss: 4.2585 +2025-05-25 21:46:32,462 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 20:18:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6906, top5_acc: 0.9450, loss_cls: 4.3671, loss: 4.3671 +2025-05-25 21:47:15,343 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 20:17:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9450, loss_cls: 4.1720, loss: 4.1720 +2025-05-25 21:47:58,154 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 20:16:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6856, top5_acc: 0.9475, loss_cls: 4.2179, loss: 4.2179 +2025-05-25 21:48:41,011 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 20:15:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6906, top5_acc: 0.9475, loss_cls: 4.2574, loss: 4.2574 +2025-05-25 21:49:23,829 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 20:13:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6913, top5_acc: 0.9425, loss_cls: 4.2412, loss: 4.2412 +2025-05-25 21:50:06,627 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 20:12:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6837, top5_acc: 0.9463, loss_cls: 4.2383, loss: 4.2383 +2025-05-25 21:50:49,469 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 20:11:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6806, top5_acc: 0.9506, loss_cls: 4.2639, loss: 4.2639 +2025-05-25 21:51:32,288 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 20:10:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9469, loss_cls: 4.2074, loss: 4.2074 +2025-05-25 21:52:15,110 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 20:09:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7025, top5_acc: 0.9387, loss_cls: 4.2061, loss: 4.2061 +2025-05-25 21:52:57,935 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 20:07:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7019, top5_acc: 0.9519, loss_cls: 4.1497, loss: 4.1497 +2025-05-25 21:53:40,786 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 20:06:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9531, loss_cls: 4.1129, loss: 4.1129 +2025-05-25 21:54:23,669 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 20:05:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9444, loss_cls: 4.1824, loss: 4.1824 +2025-05-25 21:54:26,750 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-25 22:03:10,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:03:10,644 - pyskl - INFO - +top1_acc 0.6822 +top5_acc 0.9322 +2025-05-25 22:03:10,702 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_4.pth was removed +2025-05-25 22:03:11,760 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-05-25 22:03:11,761 - pyskl - INFO - Best top1_acc is 0.6822 at 5 epoch. +2025-05-25 22:03:11,763 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6822, top5_acc: 0.9322 +2025-05-25 22:04:15,384 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 20:13:11, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9525, loss_cls: 4.1303, loss: 4.1303 +2025-05-25 22:04:58,493 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 20:12:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9469, loss_cls: 4.1373, loss: 4.1373 +2025-05-25 22:05:41,649 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 20:11:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9469, loss_cls: 4.1494, loss: 4.1494 +2025-05-25 22:06:24,847 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 20:10:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7156, top5_acc: 0.9506, loss_cls: 4.1524, loss: 4.1524 +2025-05-25 22:07:07,981 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 20:09:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9581, loss_cls: 3.9361, loss: 3.9361 +2025-05-25 22:07:51,026 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 20:07:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9494, loss_cls: 3.8474, loss: 3.8474 +2025-05-25 22:08:33,932 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 20:06:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7169, top5_acc: 0.9513, loss_cls: 4.0165, loss: 4.0165 +2025-05-25 22:09:16,955 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 20:05:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9537, loss_cls: 3.9870, loss: 3.9870 +2025-05-25 22:09:59,911 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 20:04:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9481, loss_cls: 4.1135, loss: 4.1135 +2025-05-25 22:10:42,962 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 20:03:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9487, loss_cls: 4.0575, loss: 4.0575 +2025-05-25 22:11:25,788 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 20:02:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9500, loss_cls: 4.0723, loss: 4.0723 +2025-05-25 22:12:08,694 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 20:01:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9463, loss_cls: 4.0246, loss: 4.0246 +2025-05-25 22:12:51,627 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 20:00:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7206, top5_acc: 0.9563, loss_cls: 4.0321, loss: 4.0321 +2025-05-25 22:13:34,516 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 19:59:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9544, loss_cls: 3.9990, loss: 3.9990 +2025-05-25 22:14:17,363 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 19:58:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9625, loss_cls: 3.9231, loss: 3.9231 +2025-05-25 22:15:00,323 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 19:56:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7294, top5_acc: 0.9525, loss_cls: 4.0107, loss: 4.0107 +2025-05-25 22:15:43,290 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 19:55:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7075, top5_acc: 0.9563, loss_cls: 4.0391, loss: 4.0391 +2025-05-25 22:16:26,169 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 19:54:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9525, loss_cls: 3.9921, loss: 3.9921 +2025-05-25 22:17:09,052 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 19:53:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9544, loss_cls: 3.9902, loss: 3.9902 +2025-05-25 22:17:51,954 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 19:52:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7150, top5_acc: 0.9563, loss_cls: 3.9974, loss: 3.9974 +2025-05-25 22:18:34,879 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 19:51:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7144, top5_acc: 0.9475, loss_cls: 3.9808, loss: 3.9808 +2025-05-25 22:19:17,745 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 19:50:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7256, top5_acc: 0.9500, loss_cls: 4.0025, loss: 4.0025 +2025-05-25 22:20:00,650 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 19:49:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9587, loss_cls: 3.9692, loss: 3.9692 +2025-05-25 22:20:43,726 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 19:48:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7381, top5_acc: 0.9550, loss_cls: 3.9212, loss: 3.9212 +2025-05-25 22:21:26,735 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 19:47:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 3.9182, loss: 3.9182 +2025-05-25 22:21:29,826 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-25 22:22:45,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:22:45,597 - pyskl - INFO - +top1_acc 0.6814 +top5_acc 0.9316 +2025-05-25 22:22:45,599 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6814, top5_acc: 0.9316 +2025-05-25 22:23:49,443 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 19:53:41, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9631, loss_cls: 3.9187, loss: 3.9187 +2025-05-25 22:24:32,473 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 19:52:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9594, loss_cls: 3.8974, loss: 3.8974 +2025-05-25 22:25:15,328 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 19:51:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 3.7892, loss: 3.7892 +2025-05-25 22:25:58,178 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 19:50:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9669, loss_cls: 3.7272, loss: 3.7272 +2025-05-25 22:26:40,794 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 19:49:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 3.8931, loss: 3.8931 +2025-05-25 22:27:23,709 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 19:48:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9587, loss_cls: 3.8447, loss: 3.8447 +2025-05-25 22:28:06,715 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 19:47:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 3.8600, loss: 3.8600 +2025-05-25 22:28:49,580 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 19:46:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 3.8884, loss: 3.8884 +2025-05-25 22:29:32,592 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 19:45:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 3.7694, loss: 3.7694 +2025-05-25 22:30:15,637 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 19:44:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9731, loss_cls: 3.8733, loss: 3.8733 +2025-05-25 22:30:58,544 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 19:43:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9619, loss_cls: 3.8294, loss: 3.8294 +2025-05-25 22:31:41,486 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 19:42:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9606, loss_cls: 3.7852, loss: 3.7852 +2025-05-25 22:32:24,303 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 19:40:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7481, top5_acc: 0.9669, loss_cls: 3.8092, loss: 3.8092 +2025-05-25 22:33:07,396 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 19:40:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 3.6632, loss: 3.6632 +2025-05-25 22:33:50,251 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 19:38:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 3.8649, loss: 3.8649 +2025-05-25 22:34:33,165 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 19:37:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 3.8399, loss: 3.8399 +2025-05-25 22:35:16,108 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 19:36:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 3.8446, loss: 3.8446 +2025-05-25 22:35:58,997 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 19:35:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9587, loss_cls: 3.8772, loss: 3.8772 +2025-05-25 22:36:41,989 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 19:34:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 3.8379, loss: 3.8379 +2025-05-25 22:37:24,850 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 19:33:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 3.7393, loss: 3.7393 +2025-05-25 22:38:07,850 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 19:32:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9700, loss_cls: 3.7723, loss: 3.7723 +2025-05-25 22:38:50,708 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:31:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9513, loss_cls: 3.8203, loss: 3.8203 +2025-05-25 22:39:33,575 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:30:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9575, loss_cls: 3.8775, loss: 3.8775 +2025-05-25 22:40:16,539 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:29:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 3.8202, loss: 3.8202 +2025-05-25 22:40:59,566 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:28:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 3.7170, loss: 3.7170 +2025-05-25 22:41:02,644 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-25 22:42:19,033 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:42:19,103 - pyskl - INFO - +top1_acc 0.7450 +top5_acc 0.9518 +2025-05-25 22:42:19,160 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_5.pth was removed +2025-05-25 22:42:20,213 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-25 22:42:20,214 - pyskl - INFO - Best top1_acc is 0.7450 at 7 epoch. +2025-05-25 22:42:20,216 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7450, top5_acc: 0.9518 +2025-05-25 22:43:24,219 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 19:34:11, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9681, loss_cls: 3.7008, loss: 3.7008 +2025-05-25 22:44:07,324 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 19:33:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9606, loss_cls: 3.8843, loss: 3.8843 +2025-05-25 22:44:50,210 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 19:32:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 3.6266, loss: 3.6266 +2025-05-25 22:45:33,053 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:31:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9606, loss_cls: 3.7922, loss: 3.7922 +2025-05-25 22:46:15,936 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:30:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9681, loss_cls: 3.7580, loss: 3.7580 +2025-05-25 22:46:58,911 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:29:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9631, loss_cls: 3.6427, loss: 3.6427 +2025-05-25 22:47:41,858 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:28:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9725, loss_cls: 3.6682, loss: 3.6682 +2025-05-25 22:48:24,713 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:27:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9656, loss_cls: 3.6768, loss: 3.6768 +2025-05-25 22:49:07,551 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:26:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.5489, loss: 3.5489 +2025-05-25 22:49:50,447 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:25:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 3.7041, loss: 3.7041 +2025-05-25 22:50:33,242 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:24:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 3.6499, loss: 3.6499 +2025-05-25 22:51:16,037 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:23:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9637, loss_cls: 3.6725, loss: 3.6725 +2025-05-25 22:51:58,831 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:22:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9650, loss_cls: 3.6340, loss: 3.6340 +2025-05-25 22:52:41,638 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 19:21:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9600, loss_cls: 3.6931, loss: 3.6931 +2025-05-25 22:53:24,358 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 19:19:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9625, loss_cls: 3.7240, loss: 3.7240 +2025-05-25 22:54:07,137 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 19:18:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9650, loss_cls: 3.7445, loss: 3.7445 +2025-05-25 22:54:49,897 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 19:17:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.6309, loss: 3.6309 +2025-05-25 22:55:32,615 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 19:16:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9669, loss_cls: 3.7181, loss: 3.7181 +2025-05-25 22:56:15,319 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 19:15:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9556, loss_cls: 3.7222, loss: 3.7222 +2025-05-25 22:56:58,056 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 19:14:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9669, loss_cls: 3.7207, loss: 3.7207 +2025-05-25 22:57:40,847 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 19:13:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9619, loss_cls: 3.7335, loss: 3.7335 +2025-05-25 22:58:23,689 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 19:12:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9694, loss_cls: 3.6355, loss: 3.6355 +2025-05-25 22:59:06,517 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 19:11:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 3.7214, loss: 3.7214 +2025-05-25 22:59:49,346 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 19:10:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9650, loss_cls: 3.6606, loss: 3.6606 +2025-05-25 23:00:32,237 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 19:09:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 3.7055, loss: 3.7055 +2025-05-25 23:00:35,302 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-25 23:01:50,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:01:51,053 - pyskl - INFO - +top1_acc 0.7360 +top5_acc 0.9515 +2025-05-25 23:01:51,055 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7360, top5_acc: 0.9515 +2025-05-25 23:02:54,881 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 19:14:20, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 3.6511, loss: 3.6511 +2025-05-25 23:03:37,978 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 19:13:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9669, loss_cls: 3.6905, loss: 3.6905 +2025-05-25 23:04:20,907 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 19:12:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 3.6048, loss: 3.6048 +2025-05-25 23:05:03,869 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 19:11:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 3.5582, loss: 3.5582 +2025-05-25 23:05:46,805 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 19:10:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9706, loss_cls: 3.5663, loss: 3.5663 +2025-05-25 23:06:29,790 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 19:09:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.5846, loss: 3.5846 +2025-05-25 23:07:12,786 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 19:08:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.6632, loss: 3.6632 +2025-05-25 23:07:55,814 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 19:07:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 3.5348, loss: 3.5348 +2025-05-25 23:08:38,853 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 19:06:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9656, loss_cls: 3.5637, loss: 3.5637 +2025-05-25 23:09:21,856 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 19:05:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9619, loss_cls: 3.7814, loss: 3.7814 +2025-05-25 23:10:04,911 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 19:04:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 3.7034, loss: 3.7034 +2025-05-25 23:10:47,782 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 19:03:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9769, loss_cls: 3.4529, loss: 3.4529 +2025-05-25 23:11:30,707 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 19:03:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9731, loss_cls: 3.5034, loss: 3.5034 +2025-05-25 23:12:13,707 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 19:02:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 3.5311, loss: 3.5311 +2025-05-25 23:12:56,641 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 19:01:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9738, loss_cls: 3.5974, loss: 3.5974 +2025-05-25 23:13:39,555 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 19:00:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 3.6021, loss: 3.6021 +2025-05-25 23:14:22,528 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 18:59:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 3.5056, loss: 3.5056 +2025-05-25 23:15:05,562 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 18:58:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9663, loss_cls: 3.5973, loss: 3.5973 +2025-05-25 23:15:48,530 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 18:57:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 3.5613, loss: 3.5613 +2025-05-25 23:16:31,458 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 18:56:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.5579, loss: 3.5579 +2025-05-25 23:17:14,414 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 18:55:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 3.5519, loss: 3.5519 +2025-05-25 23:17:57,326 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 18:54:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 3.4358, loss: 3.4358 +2025-05-25 23:18:40,275 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 18:53:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.4388, loss: 3.4388 +2025-05-25 23:19:23,210 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 18:52:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 3.5000, loss: 3.5000 +2025-05-25 23:20:06,153 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 18:51:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9619, loss_cls: 3.7048, loss: 3.7048 +2025-05-25 23:20:09,216 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-25 23:21:25,169 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:21:25,239 - pyskl - INFO - +top1_acc 0.7749 +top5_acc 0.9589 +2025-05-25 23:21:25,297 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_7.pth was removed +2025-05-25 23:21:26,347 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-25 23:21:26,348 - pyskl - INFO - Best top1_acc is 0.7749 at 9 epoch. +2025-05-25 23:21:26,351 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7749, top5_acc: 0.9589 +2025-05-25 23:22:29,985 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 18:55:38, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.5397, loss: 3.5397 +2025-05-25 23:23:13,131 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 18:54:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.4579, loss: 3.4579 +2025-05-25 23:23:56,299 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 18:53:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 3.5444, loss: 3.5444 +2025-05-25 23:24:39,378 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 18:52:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.6183, loss: 3.6183 +2025-05-25 23:25:22,391 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 18:52:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 3.5050, loss: 3.5050 +2025-05-25 23:26:05,469 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 18:51:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 3.6042, loss: 3.6042 +2025-05-25 23:26:48,646 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 18:50:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 3.5141, loss: 3.5141 +2025-05-25 23:27:31,798 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 18:49:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.5075, loss: 3.5075 +2025-05-25 23:28:14,804 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 18:48:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9725, loss_cls: 3.5561, loss: 3.5561 +2025-05-25 23:28:57,755 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 18:47:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 3.4511, loss: 3.4511 +2025-05-25 23:29:40,789 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 18:46:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.5137, loss: 3.5137 +2025-05-25 23:30:23,826 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 18:45:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.5115, loss: 3.5115 +2025-05-25 23:31:06,950 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 18:44:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 3.4261, loss: 3.4261 +2025-05-25 23:31:49,989 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 18:44:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.4649, loss: 3.4649 +2025-05-25 23:32:33,116 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 18:43:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9675, loss_cls: 3.5732, loss: 3.5732 +2025-05-25 23:33:16,159 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 18:42:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9788, loss_cls: 3.4630, loss: 3.4630 +2025-05-25 23:33:59,212 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 18:41:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.4478, loss: 3.4478 +2025-05-25 23:34:42,230 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 18:40:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.4835, loss: 3.4835 +2025-05-25 23:35:25,289 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 18:39:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.3873, loss: 3.3873 +2025-05-25 23:36:08,351 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 18:38:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.5356, loss: 3.5356 +2025-05-25 23:36:51,355 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 18:37:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 3.5283, loss: 3.5283 +2025-05-25 23:37:34,317 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 18:36:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9719, loss_cls: 3.3789, loss: 3.3789 +2025-05-25 23:38:17,410 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 18:36:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9731, loss_cls: 3.4886, loss: 3.4886 +2025-05-25 23:39:00,379 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 18:35:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.4745, loss: 3.4745 +2025-05-25 23:39:43,361 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 18:34:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 3.5698, loss: 3.5698 +2025-05-25 23:39:46,486 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-25 23:48:32,579 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:48:32,647 - pyskl - INFO - +top1_acc 0.7873 +top5_acc 0.9679 +2025-05-25 23:48:32,699 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_9.pth was removed +2025-05-25 23:48:33,691 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-05-25 23:48:33,692 - pyskl - INFO - Best top1_acc is 0.7873 at 10 epoch. +2025-05-25 23:48:33,694 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7873, top5_acc: 0.9679 +2025-05-25 23:49:37,992 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 18:37:40, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.3284, loss: 3.3284 +2025-05-25 23:50:21,140 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 18:36:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.3619, loss: 3.3619 +2025-05-25 23:51:04,104 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 18:35:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.4992, loss: 3.4992 +2025-05-25 23:51:47,320 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 18:35:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 3.4936, loss: 3.4936 +2025-05-25 23:52:30,429 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 18:34:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9719, loss_cls: 3.5027, loss: 3.5027 +2025-05-25 23:53:13,638 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 18:33:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9712, loss_cls: 3.5635, loss: 3.5635 +2025-05-25 23:53:56,835 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 18:32:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.5127, loss: 3.5127 +2025-05-25 23:54:40,078 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:31:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 3.3851, loss: 3.3851 +2025-05-25 23:55:23,169 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:30:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9806, loss_cls: 3.3367, loss: 3.3367 +2025-05-25 23:56:06,118 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:29:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 3.3383, loss: 3.3383 +2025-05-25 23:56:49,127 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:28:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9788, loss_cls: 3.3841, loss: 3.3841 +2025-05-25 23:57:32,046 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:28:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9744, loss_cls: 3.4447, loss: 3.4447 +2025-05-25 23:58:14,891 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:27:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.5302, loss: 3.5302 +2025-05-25 23:58:57,805 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:26:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.2796, loss: 3.2796 +2025-05-25 23:59:40,694 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:25:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9688, loss_cls: 3.5089, loss: 3.5089 +2025-05-26 00:00:23,576 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:24:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.4776, loss: 3.4776 +2025-05-26 00:01:06,610 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:23:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.3947, loss: 3.3947 +2025-05-26 00:01:49,554 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:22:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.5000, loss: 3.5000 +2025-05-26 00:02:32,453 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 18:21:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.4456, loss: 3.4456 +2025-05-26 00:03:15,382 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 18:20:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.4241, loss: 3.4241 +2025-05-26 00:03:58,231 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 18:19:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 3.4424, loss: 3.4424 +2025-05-26 00:04:41,128 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 18:19:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 3.4700, loss: 3.4700 +2025-05-26 00:05:23,953 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 18:18:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 3.3339, loss: 3.3339 +2025-05-26 00:06:06,751 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 18:17:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9744, loss_cls: 3.4732, loss: 3.4732 +2025-05-26 00:06:49,594 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 18:16:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 3.3835, loss: 3.3835 +2025-05-26 00:06:52,699 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-26 00:08:08,691 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:08:08,761 - pyskl - INFO - +top1_acc 0.7797 +top5_acc 0.9673 +2025-05-26 00:08:08,764 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7797, top5_acc: 0.9673 +2025-05-26 00:09:13,535 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 18:19:23, time: 0.648, data_time: 0.216, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.4735, loss: 3.4735 +2025-05-26 00:09:56,662 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 18:18:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 3.2961, loss: 3.2961 +2025-05-26 00:10:39,707 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 18:17:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.3871, loss: 3.3871 +2025-05-26 00:11:22,770 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 18:16:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.4753, loss: 3.4753 +2025-05-26 00:12:05,773 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 18:15:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.3917, loss: 3.3917 +2025-05-26 00:12:48,903 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 18:15:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9769, loss_cls: 3.4266, loss: 3.4266 +2025-05-26 00:13:31,835 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 18:14:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.3043, loss: 3.3043 +2025-05-26 00:14:14,826 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 18:13:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9694, loss_cls: 3.5098, loss: 3.5098 +2025-05-26 00:14:57,882 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 18:12:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9762, loss_cls: 3.4257, loss: 3.4257 +2025-05-26 00:15:40,881 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 18:11:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.3646, loss: 3.3646 +2025-05-26 00:16:23,830 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 18:10:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.3289, loss: 3.3289 +2025-05-26 00:17:06,940 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 18:09:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 3.2510, loss: 3.2510 +2025-05-26 00:17:49,818 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 18:08:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.3989, loss: 3.3989 +2025-05-26 00:18:32,763 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 18:07:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.3461, loss: 3.3461 +2025-05-26 00:19:16,187 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 18:07:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.4331, loss: 3.4331 +2025-05-26 00:19:59,291 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 18:06:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 3.3716, loss: 3.3716 +2025-05-26 00:20:42,390 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 18:05:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9788, loss_cls: 3.2820, loss: 3.2820 +2025-05-26 00:21:25,525 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 18:04:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.3522, loss: 3.3522 +2025-05-26 00:22:08,542 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 18:03:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 3.3802, loss: 3.3802 +2025-05-26 00:22:51,479 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 18:02:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9731, loss_cls: 3.4181, loss: 3.4181 +2025-05-26 00:23:34,414 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 18:02:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 3.3347, loss: 3.3347 +2025-05-26 00:24:17,387 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 18:01:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9731, loss_cls: 3.4673, loss: 3.4673 +2025-05-26 00:25:00,311 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 18:00:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.3923, loss: 3.3923 +2025-05-26 00:25:43,271 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 17:59:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 3.3816, loss: 3.3816 +2025-05-26 00:26:26,203 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 17:58:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.2889, loss: 3.2889 +2025-05-26 00:26:29,279 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-26 00:27:45,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:27:45,596 - pyskl - INFO - +top1_acc 0.7846 +top5_acc 0.9683 +2025-05-26 00:27:45,599 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7846, top5_acc: 0.9683 +2025-05-26 00:28:49,510 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 18:01:07, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 3.3762, loss: 3.3762 +2025-05-26 00:29:32,609 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 18:00:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 3.2420, loss: 3.2420 +2025-05-26 00:30:15,671 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 17:59:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9731, loss_cls: 3.3719, loss: 3.3719 +2025-05-26 00:30:58,632 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 17:58:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.3721, loss: 3.3721 +2025-05-26 00:31:41,655 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 17:57:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 3.2162, loss: 3.2162 +2025-05-26 00:32:24,894 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 17:56:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.3385, loss: 3.3385 +2025-05-26 00:33:08,014 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 17:56:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.3763, loss: 3.3763 +2025-05-26 00:33:50,955 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 17:55:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9788, loss_cls: 3.3183, loss: 3.3183 +2025-05-26 00:34:33,877 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 17:54:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.3495, loss: 3.3495 +2025-05-26 00:35:16,822 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 17:53:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.3572, loss: 3.3572 +2025-05-26 00:35:59,824 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 17:52:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.3467, loss: 3.3467 +2025-05-26 00:36:42,811 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 17:51:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 3.3612, loss: 3.3612 +2025-05-26 00:37:25,749 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 17:50:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.2788, loss: 3.2788 +2025-05-26 00:38:08,584 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 17:49:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 3.3733, loss: 3.3733 +2025-05-26 00:38:51,399 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 17:48:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 3.2230, loss: 3.2230 +2025-05-26 00:39:34,238 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 17:48:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.2413, loss: 3.2413 +2025-05-26 00:40:17,110 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 17:47:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.3795, loss: 3.3795 +2025-05-26 00:41:00,026 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 17:46:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.3316, loss: 3.3316 +2025-05-26 00:41:42,985 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 17:45:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9738, loss_cls: 3.3362, loss: 3.3362 +2025-05-26 00:42:25,858 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 17:44:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 3.3181, loss: 3.3181 +2025-05-26 00:43:08,665 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 17:43:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.3562, loss: 3.3562 +2025-05-26 00:43:51,613 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 17:42:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.2595, loss: 3.2595 +2025-05-26 00:44:34,539 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 17:41:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.3835, loss: 3.3835 +2025-05-26 00:45:17,427 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 17:41:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.3597, loss: 3.3597 +2025-05-26 00:46:00,233 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 17:40:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.4311, loss: 3.4311 +2025-05-26 00:46:03,288 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-26 00:47:19,634 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:47:19,704 - pyskl - INFO - +top1_acc 0.8075 +top5_acc 0.9711 +2025-05-26 00:47:19,759 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_10.pth was removed +2025-05-26 00:47:20,833 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-05-26 00:47:20,834 - pyskl - INFO - Best top1_acc is 0.8075 at 13 epoch. +2025-05-26 00:47:20,837 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.8075, top5_acc: 0.9711 +2025-05-26 00:48:24,487 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 17:42:29, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.1129, loss: 3.1129 +2025-05-26 00:49:07,667 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 17:41:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 3.1335, loss: 3.1335 +2025-05-26 00:49:50,416 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 17:40:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 3.2928, loss: 3.2928 +2025-05-26 00:50:33,323 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 17:39:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.2618, loss: 3.2618 +2025-05-26 00:51:16,257 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 17:39:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.2172, loss: 3.2172 +2025-05-26 00:51:59,140 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 17:38:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9812, loss_cls: 3.1137, loss: 3.1137 +2025-05-26 00:52:42,503 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 17:37:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.3052, loss: 3.3052 +2025-05-26 00:53:25,622 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 17:36:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 3.3031, loss: 3.3031 +2025-05-26 00:54:08,691 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 17:35:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.2708, loss: 3.2708 +2025-05-26 00:54:51,658 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 17:34:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.1791, loss: 3.1791 +2025-05-26 00:55:34,597 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 17:33:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 3.2022, loss: 3.2022 +2025-05-26 00:56:17,481 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 17:33:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 3.2992, loss: 3.2992 +2025-05-26 00:57:00,414 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 17:32:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9806, loss_cls: 3.2949, loss: 3.2949 +2025-05-26 00:57:43,501 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:31:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.3527, loss: 3.3527 +2025-05-26 00:58:26,389 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:30:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.3975, loss: 3.3975 +2025-05-26 00:59:09,178 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:29:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 3.2723, loss: 3.2723 +2025-05-26 00:59:52,035 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:28:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.2866, loss: 3.2866 +2025-05-26 01:00:34,922 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:27:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.2175, loss: 3.2175 +2025-05-26 01:01:17,783 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:27:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 3.4023, loss: 3.4023 +2025-05-26 01:02:00,594 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:26:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.2246, loss: 3.2246 +2025-05-26 01:02:43,385 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:25:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 3.3856, loss: 3.3856 +2025-05-26 01:03:26,146 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:24:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.3400, loss: 3.3400 +2025-05-26 01:04:08,942 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:23:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.2494, loss: 3.2494 +2025-05-26 01:04:51,799 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:22:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 3.2614, loss: 3.2614 +2025-05-26 01:05:34,624 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:21:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.3153, loss: 3.3153 +2025-05-26 01:05:37,699 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-26 01:06:54,055 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:06:54,124 - pyskl - INFO - +top1_acc 0.7966 +top5_acc 0.9669 +2025-05-26 01:06:54,127 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7966, top5_acc: 0.9669 +2025-05-26 01:07:59,054 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:24:00, time: 0.649, data_time: 0.218, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.1485, loss: 3.1485 +2025-05-26 01:08:42,171 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:23:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 3.1922, loss: 3.1922 +2025-05-26 01:09:25,061 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:22:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 3.2513, loss: 3.2513 +2025-05-26 01:10:08,086 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:21:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.3048, loss: 3.3048 +2025-05-26 01:10:51,182 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 17:20:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.2486, loss: 3.2486 +2025-05-26 01:11:33,935 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 17:19:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.2422, loss: 3.2422 +2025-05-26 01:12:16,847 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 17:18:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9831, loss_cls: 3.1730, loss: 3.1730 +2025-05-26 01:12:59,823 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 17:18:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 3.1597, loss: 3.1597 +2025-05-26 01:13:42,960 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 17:17:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.1508, loss: 3.1508 +2025-05-26 01:14:25,819 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 17:16:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.1415, loss: 3.1415 +2025-05-26 01:15:08,698 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 17:15:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 3.3135, loss: 3.3135 +2025-05-26 01:15:51,567 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 17:14:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9794, loss_cls: 3.1992, loss: 3.1992 +2025-05-26 01:16:34,542 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 17:13:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 3.3253, loss: 3.3253 +2025-05-26 01:17:17,637 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 17:12:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.3659, loss: 3.3659 +2025-05-26 01:18:00,557 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 17:12:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 3.3213, loss: 3.3213 +2025-05-26 01:18:43,606 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 17:11:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.1187, loss: 3.1187 +2025-05-26 01:19:26,580 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 17:10:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.1800, loss: 3.1800 +2025-05-26 01:20:09,658 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 17:09:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.1974, loss: 3.1974 +2025-05-26 01:20:52,662 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 17:08:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.2662, loss: 3.2662 +2025-05-26 01:21:35,673 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 17:07:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.2834, loss: 3.2834 +2025-05-26 01:22:18,661 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 17:07:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.1345, loss: 3.1345 +2025-05-26 01:23:01,630 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 17:06:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.2000, loss: 3.2000 +2025-05-26 01:23:44,712 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 17:05:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.3201, loss: 3.3201 +2025-05-26 01:24:27,726 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 17:04:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.2187, loss: 3.2187 +2025-05-26 01:25:10,665 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 17:03:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 3.1242, loss: 3.1242 +2025-05-26 01:25:13,774 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-26 01:33:42,281 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:33:42,351 - pyskl - INFO - +top1_acc 0.7369 +top5_acc 0.9563 +2025-05-26 01:33:42,354 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7369, top5_acc: 0.9563 +2025-05-26 01:34:46,168 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 17:05:37, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.1589, loss: 3.1589 +2025-05-26 01:35:29,337 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 17:04:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9788, loss_cls: 3.2116, loss: 3.2116 +2025-05-26 01:36:12,206 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 17:03:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.0780, loss: 3.0780 +2025-05-26 01:36:55,110 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 17:03:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.2041, loss: 3.2041 +2025-05-26 01:37:37,990 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 17:02:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 3.2646, loss: 3.2646 +2025-05-26 01:38:20,830 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 17:01:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.1184, loss: 3.1184 +2025-05-26 01:39:03,617 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 17:00:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 3.2528, loss: 3.2528 +2025-05-26 01:39:46,475 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 16:59:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.1657, loss: 3.1657 +2025-05-26 01:40:29,398 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 16:58:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.1832, loss: 3.1832 +2025-05-26 01:41:12,190 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 16:57:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 3.1078, loss: 3.1078 +2025-05-26 01:41:54,976 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 16:57:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 3.1082, loss: 3.1082 +2025-05-26 01:42:37,817 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 16:56:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.2025, loss: 3.2025 +2025-05-26 01:43:20,621 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 16:55:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.1990, loss: 3.1990 +2025-05-26 01:44:03,431 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 16:54:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9806, loss_cls: 3.2032, loss: 3.2032 +2025-05-26 01:44:46,367 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 16:53:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.1951, loss: 3.1951 +2025-05-26 01:45:29,287 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 16:52:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.0583, loss: 3.0583 +2025-05-26 01:46:12,109 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 16:51:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.3429, loss: 3.3429 +2025-05-26 01:46:54,922 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 16:51:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.1870, loss: 3.1870 +2025-05-26 01:47:37,794 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 16:50:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.1830, loss: 3.1830 +2025-05-26 01:48:20,633 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 16:49:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.2248, loss: 3.2248 +2025-05-26 01:49:03,446 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 16:48:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.1467, loss: 3.1467 +2025-05-26 01:49:46,294 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 16:47:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9825, loss_cls: 3.1932, loss: 3.1932 +2025-05-26 01:50:29,088 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 16:46:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.2149, loss: 3.2149 +2025-05-26 01:51:11,857 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 16:46:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 3.2288, loss: 3.2288 +2025-05-26 01:51:54,629 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 16:45:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.1538, loss: 3.1538 +2025-05-26 01:51:57,678 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-26 01:53:13,683 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:53:13,754 - pyskl - INFO - +top1_acc 0.7952 +top5_acc 0.9702 +2025-05-26 01:53:13,756 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7952, top5_acc: 0.9702 +2025-05-26 01:54:17,389 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 16:46:47, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.2024, loss: 3.2024 +2025-05-26 01:55:00,413 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 16:45:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.1663, loss: 3.1663 +2025-05-26 01:55:43,321 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 16:45:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.1389, loss: 3.1389 +2025-05-26 01:56:26,192 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 16:44:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.1378, loss: 3.1378 +2025-05-26 01:57:08,894 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 16:43:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.1392, loss: 3.1392 +2025-05-26 01:57:51,849 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 16:42:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.0865, loss: 3.0865 +2025-05-26 01:58:34,805 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 16:41:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 3.1439, loss: 3.1439 +2025-05-26 01:59:17,846 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 16:40:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.1898, loss: 3.1898 +2025-05-26 02:00:00,884 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 16:40:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.0996, loss: 3.0996 +2025-05-26 02:00:43,989 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 16:39:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 3.1807, loss: 3.1807 +2025-05-26 02:01:26,975 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 16:38:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.1593, loss: 3.1593 +2025-05-26 02:02:09,955 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 16:37:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.1236, loss: 3.1236 +2025-05-26 02:02:52,833 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 16:36:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 3.1059, loss: 3.1059 +2025-05-26 02:03:35,834 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 16:35:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.0623, loss: 3.0623 +2025-05-26 02:04:18,749 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 16:35:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.2184, loss: 3.2184 +2025-05-26 02:05:01,603 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 16:34:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 3.1309, loss: 3.1309 +2025-05-26 02:05:44,497 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 16:33:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 3.1808, loss: 3.1808 +2025-05-26 02:06:27,474 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 16:32:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 3.1430, loss: 3.1430 +2025-05-26 02:07:10,347 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 16:31:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.2327, loss: 3.2327 +2025-05-26 02:07:53,232 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:30:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 3.3104, loss: 3.3104 +2025-05-26 02:08:36,190 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:30:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 3.1317, loss: 3.1317 +2025-05-26 02:09:19,047 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:29:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.1311, loss: 3.1311 +2025-05-26 02:10:01,906 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:28:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.1856, loss: 3.1856 +2025-05-26 02:10:44,799 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:27:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 3.0498, loss: 3.0498 +2025-05-26 02:11:27,602 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:26:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.1568, loss: 3.1568 +2025-05-26 02:11:30,681 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-26 02:12:46,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:12:46,824 - pyskl - INFO - +top1_acc 0.7745 +top5_acc 0.9643 +2025-05-26 02:12:46,826 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7745, top5_acc: 0.9643 +2025-05-26 02:13:50,788 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:28:17, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 3.1294, loss: 3.1294 +2025-05-26 02:14:33,958 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:27:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.0685, loss: 3.0685 +2025-05-26 02:15:17,016 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:26:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.0315, loss: 3.0315 +2025-05-26 02:16:00,088 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:25:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 3.0271, loss: 3.0271 +2025-05-26 02:16:42,944 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:25:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.2657, loss: 3.2657 +2025-05-26 02:17:25,813 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:24:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 3.1895, loss: 3.1895 +2025-05-26 02:18:08,720 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:23:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 3.1665, loss: 3.1665 +2025-05-26 02:18:51,667 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:22:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.1292, loss: 3.1292 +2025-05-26 02:19:34,468 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:21:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.1462, loss: 3.1462 +2025-05-26 02:20:17,375 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:20:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9794, loss_cls: 3.0691, loss: 3.0691 +2025-05-26 02:21:00,112 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:20:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.1000, loss: 3.1000 +2025-05-26 02:21:42,950 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 16:19:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.1945, loss: 3.1945 +2025-05-26 02:22:25,787 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 16:18:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.2120, loss: 3.2120 +2025-05-26 02:23:08,693 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 16:17:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.1559, loss: 3.1559 +2025-05-26 02:23:51,766 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 16:16:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.1010, loss: 3.1010 +2025-05-26 02:24:34,731 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 16:15:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.1992, loss: 3.1992 +2025-05-26 02:25:17,649 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 16:15:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 3.1563, loss: 3.1563 +2025-05-26 02:26:00,524 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 16:14:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.2127, loss: 3.2127 +2025-05-26 02:26:43,465 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 16:13:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0097, loss: 3.0097 +2025-05-26 02:27:26,369 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 16:12:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 3.0627, loss: 3.0627 +2025-05-26 02:28:09,295 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 16:11:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 3.0861, loss: 3.0861 +2025-05-26 02:28:52,161 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 16:10:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.1663, loss: 3.1663 +2025-05-26 02:29:35,073 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 16:10:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.1320, loss: 3.1320 +2025-05-26 02:30:17,946 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 16:09:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.1206, loss: 3.1206 +2025-05-26 02:31:00,871 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 16:08:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.2891, loss: 3.2891 +2025-05-26 02:31:03,934 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-26 02:32:19,532 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:32:19,598 - pyskl - INFO - +top1_acc 0.7964 +top5_acc 0.9661 +2025-05-26 02:32:19,601 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7964, top5_acc: 0.9661 +2025-05-26 02:33:23,164 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 16:09:46, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.0488, loss: 3.0488 +2025-05-26 02:34:06,217 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 16:08:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 2.9920, loss: 2.9920 +2025-05-26 02:34:49,266 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 16:08:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.1050, loss: 3.1050 +2025-05-26 02:35:32,268 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 16:07:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9869, loss_cls: 2.9232, loss: 2.9232 +2025-05-26 02:36:15,322 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 16:06:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.2373, loss: 3.2373 +2025-05-26 02:36:58,410 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 16:05:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9812, loss_cls: 3.1355, loss: 3.1355 +2025-05-26 02:37:41,298 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 16:04:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.1243, loss: 3.1243 +2025-05-26 02:38:24,264 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 16:04:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.0232, loss: 3.0232 +2025-05-26 02:39:07,211 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 16:03:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.0747, loss: 3.0747 +2025-05-26 02:39:50,132 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 16:02:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.0937, loss: 3.0937 +2025-05-26 02:40:33,131 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 16:01:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.2168, loss: 3.2168 +2025-05-26 02:41:16,123 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 16:00:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9812, loss_cls: 3.1969, loss: 3.1969 +2025-05-26 02:41:58,951 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 15:59:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.1552, loss: 3.1552 +2025-05-26 02:42:41,829 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 15:59:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.1085, loss: 3.1085 +2025-05-26 02:43:24,674 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 15:58:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.0731, loss: 3.0731 +2025-05-26 02:44:07,663 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 15:57:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.2029, loss: 3.2029 +2025-05-26 02:44:50,633 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 15:56:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.0472, loss: 3.0472 +2025-05-26 02:45:33,526 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 15:55:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.1318, loss: 3.1318 +2025-05-26 02:46:16,605 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 15:55:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9862, loss_cls: 3.0323, loss: 3.0323 +2025-05-26 02:46:59,698 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 15:54:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.1263, loss: 3.1263 +2025-05-26 02:47:42,750 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 15:53:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.1838, loss: 3.1838 +2025-05-26 02:48:25,662 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 15:52:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.1040, loss: 3.1040 +2025-05-26 02:49:08,631 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 15:51:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.1552, loss: 3.1552 +2025-05-26 02:49:51,622 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 15:51:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.0958, loss: 3.0958 +2025-05-26 02:50:34,694 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 15:50:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.0498, loss: 3.0498 +2025-05-26 02:50:37,751 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-26 02:51:53,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:51:53,636 - pyskl - INFO - +top1_acc 0.8027 +top5_acc 0.9676 +2025-05-26 02:51:53,638 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.8027, top5_acc: 0.9676 +2025-05-26 02:52:57,469 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 15:51:28, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.1077, loss: 3.1077 +2025-05-26 02:53:40,498 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 15:50:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.9604, loss: 2.9604 +2025-05-26 02:54:23,418 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 15:49:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 3.1082, loss: 3.1082 +2025-05-26 02:55:06,385 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 15:49:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.0961, loss: 3.0961 +2025-05-26 02:55:49,354 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 15:48:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.1859, loss: 3.1859 +2025-05-26 02:56:32,288 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 15:47:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.1138, loss: 3.1138 +2025-05-26 02:57:15,161 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 15:46:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.0702, loss: 3.0702 +2025-05-26 02:57:58,086 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 15:45:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.1742, loss: 3.1742 +2025-05-26 02:58:41,099 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 15:44:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.1380, loss: 3.1380 +2025-05-26 02:59:24,037 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 15:44:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.1239, loss: 3.1239 +2025-05-26 03:00:07,063 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 15:43:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.1949, loss: 3.1949 +2025-05-26 03:00:50,050 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 15:42:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.1076, loss: 3.1076 +2025-05-26 03:01:32,884 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 15:41:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.1469, loss: 3.1469 +2025-05-26 03:02:15,778 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 15:40:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 2.9902, loss: 2.9902 +2025-05-26 03:02:58,559 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 15:40:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.1371, loss: 3.1371 +2025-05-26 03:03:41,406 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 15:39:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.0063, loss: 3.0063 +2025-05-26 03:04:24,240 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 15:38:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.0309, loss: 3.0309 +2025-05-26 03:05:07,148 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 15:37:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.0605, loss: 3.0605 +2025-05-26 03:05:50,020 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 15:36:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.1643, loss: 3.1643 +2025-05-26 03:06:32,950 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 15:35:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9819, loss_cls: 2.9632, loss: 2.9632 +2025-05-26 03:07:15,882 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 15:35:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9850, loss_cls: 3.0899, loss: 3.0899 +2025-05-26 03:07:58,725 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 15:34:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.1182, loss: 3.1182 +2025-05-26 03:08:41,654 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 15:33:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 3.1202, loss: 3.1202 +2025-05-26 03:09:24,649 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 15:32:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.0700, loss: 3.0700 +2025-05-26 03:10:07,466 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 15:31:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.9068, loss: 2.9068 +2025-05-26 03:10:10,529 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-26 03:18:48,673 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:18:48,740 - pyskl - INFO - +top1_acc 0.7901 +top5_acc 0.9666 +2025-05-26 03:18:48,742 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7901, top5_acc: 0.9666 +2025-05-26 03:19:53,106 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 15:33:03, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 3.0546, loss: 3.0546 +2025-05-26 03:20:36,357 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 15:32:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 2.9711, loss: 2.9711 +2025-05-26 03:21:19,473 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:31:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 3.1928, loss: 3.1928 +2025-05-26 03:22:02,495 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:30:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 3.0664, loss: 3.0664 +2025-05-26 03:22:45,528 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:29:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.1507, loss: 3.1507 +2025-05-26 03:23:28,701 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:29:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9934, loss: 2.9934 +2025-05-26 03:24:12,100 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:28:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.0136, loss: 3.0136 +2025-05-26 03:24:55,286 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:27:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.9888, loss: 2.9888 +2025-05-26 03:25:38,378 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:26:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 3.1383, loss: 3.1383 +2025-05-26 03:26:21,479 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:25:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.0222, loss: 3.0222 +2025-05-26 03:27:04,511 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:25:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.0886, loss: 3.0886 +2025-05-26 03:27:47,806 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:24:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.0784, loss: 3.0784 +2025-05-26 03:28:31,059 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:23:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 3.0413, loss: 3.0413 +2025-05-26 03:29:14,249 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:22:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 3.1084, loss: 3.1084 +2025-05-26 03:29:57,293 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:22:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.0205, loss: 3.0205 +2025-05-26 03:30:40,347 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:21:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.0557, loss: 3.0557 +2025-05-26 03:31:23,410 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:20:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.1211, loss: 3.1211 +2025-05-26 03:32:06,402 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:19:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.0270, loss: 3.0270 +2025-05-26 03:32:49,459 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 15:18:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 3.0926, loss: 3.0926 +2025-05-26 03:33:32,522 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 15:18:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.0070, loss: 3.0070 +2025-05-26 03:34:15,549 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 15:17:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.1305, loss: 3.1305 +2025-05-26 03:34:58,614 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 15:16:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9788, loss_cls: 3.1820, loss: 3.1820 +2025-05-26 03:35:41,674 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 15:15:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.0789, loss: 3.0789 +2025-05-26 03:36:24,705 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 15:14:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 3.0434, loss: 3.0434 +2025-05-26 03:37:07,770 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 15:14:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.0272, loss: 3.0272 +2025-05-26 03:37:10,892 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-26 03:38:29,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:38:29,392 - pyskl - INFO - +top1_acc 0.7762 +top5_acc 0.9637 +2025-05-26 03:38:29,395 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7762, top5_acc: 0.9637 +2025-05-26 03:39:35,563 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 15:15:20, time: 0.662, data_time: 0.231, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 3.0224, loss: 3.0224 +2025-05-26 03:40:18,578 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 15:14:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0263, loss: 3.0263 +2025-05-26 03:41:01,684 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 15:13:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9317, loss: 2.9317 +2025-05-26 03:41:44,784 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 15:12:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 2.9548, loss: 2.9548 +2025-05-26 03:42:27,778 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 15:12:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.8698, loss: 2.8698 +2025-05-26 03:43:10,667 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 15:11:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.0530, loss: 3.0530 +2025-05-26 03:43:53,533 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 15:10:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.0868, loss: 3.0868 +2025-05-26 03:44:36,462 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 15:09:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.9802, loss: 2.9802 +2025-05-26 03:45:19,359 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 15:08:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0541, loss: 3.0541 +2025-05-26 03:46:02,080 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 15:08:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 2.9964, loss: 2.9964 +2025-05-26 03:46:44,669 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 15:07:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.0255, loss: 3.0255 +2025-05-26 03:47:27,535 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 15:06:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 2.9342, loss: 2.9342 +2025-05-26 03:48:10,353 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 15:05:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 2.9941, loss: 2.9941 +2025-05-26 03:48:53,162 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 15:04:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.0445, loss: 3.0445 +2025-05-26 03:49:35,973 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 15:03:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.1575, loss: 3.1575 +2025-05-26 03:50:18,745 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 15:03:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 3.0280, loss: 3.0280 +2025-05-26 03:51:01,577 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 15:02:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.0679, loss: 3.0679 +2025-05-26 03:51:44,373 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 15:01:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.0539, loss: 3.0539 +2025-05-26 03:52:27,158 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 15:00:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9712, loss_cls: 3.0709, loss: 3.0709 +2025-05-26 03:53:09,958 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 14:59:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.0131, loss: 3.0131 +2025-05-26 03:53:52,784 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 14:59:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.1508, loss: 3.1508 +2025-05-26 03:54:35,792 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 14:58:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.9940, loss: 2.9940 +2025-05-26 03:55:18,802 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 14:57:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.0245, loss: 3.0245 +2025-05-26 03:56:01,659 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 14:56:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.0605, loss: 3.0605 +2025-05-26 03:56:44,420 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 14:55:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.1059, loss: 3.1059 +2025-05-26 03:56:47,504 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-26 03:58:05,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:58:05,512 - pyskl - INFO - +top1_acc 0.8080 +top5_acc 0.9696 +2025-05-26 03:58:05,586 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_13.pth was removed +2025-05-26 03:58:06,835 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2025-05-26 03:58:06,836 - pyskl - INFO - Best top1_acc is 0.8080 at 22 epoch. +2025-05-26 03:58:06,838 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.8080, top5_acc: 0.9696 +2025-05-26 03:59:13,082 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 14:57:00, time: 0.662, data_time: 0.230, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 2.9117, loss: 2.9117 +2025-05-26 03:59:56,182 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 14:56:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.0958, loss: 3.0958 +2025-05-26 04:00:39,466 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 14:55:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.0354, loss: 3.0354 +2025-05-26 04:01:22,682 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 14:54:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9749, loss: 2.9749 +2025-05-26 04:02:05,812 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 14:53:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.9186, loss: 2.9186 +2025-05-26 04:02:48,848 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 14:53:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.0627, loss: 3.0627 +2025-05-26 04:03:31,924 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 14:52:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 3.0637, loss: 3.0637 +2025-05-26 04:04:14,873 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 14:51:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 3.1442, loss: 3.1442 +2025-05-26 04:04:57,876 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 14:50:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 2.9721, loss: 2.9721 +2025-05-26 04:05:41,097 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 14:49:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.0404, loss: 3.0404 +2025-05-26 04:06:24,179 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 14:49:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 2.9561, loss: 2.9561 +2025-05-26 04:07:07,311 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 14:48:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.9720, loss: 2.9720 +2025-05-26 04:07:50,447 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 14:47:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.9131, loss: 2.9131 +2025-05-26 04:08:33,574 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 14:46:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.9944, loss: 2.9944 +2025-05-26 04:09:16,655 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 14:45:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 3.0502, loss: 3.0502 +2025-05-26 04:09:59,655 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 14:45:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 2.9830, loss: 2.9830 +2025-05-26 04:10:42,678 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 14:44:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 2.9811, loss: 2.9811 +2025-05-26 04:11:25,727 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 14:43:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 3.1168, loss: 3.1168 +2025-05-26 04:12:08,682 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 14:42:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.8745, loss: 2.8745 +2025-05-26 04:12:51,621 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 14:42:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9579, loss: 2.9579 +2025-05-26 04:13:34,645 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 14:41:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 2.9713, loss: 2.9713 +2025-05-26 04:14:17,805 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 14:40:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.9795, loss: 2.9795 +2025-05-26 04:15:01,013 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 14:39:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 2.9584, loss: 2.9584 +2025-05-26 04:15:44,124 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 14:38:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 3.0643, loss: 3.0643 +2025-05-26 04:16:27,153 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 14:38:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.9921, loss: 2.9921 +2025-05-26 04:16:30,321 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-26 04:17:47,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:17:47,766 - pyskl - INFO - +top1_acc 0.7954 +top5_acc 0.9728 +2025-05-26 04:17:47,769 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7954, top5_acc: 0.9728 +2025-05-26 04:18:53,541 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 14:39:06, time: 0.658, data_time: 0.228, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 2.9342, loss: 2.9342 +2025-05-26 04:19:36,457 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 14:38:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 3.0647, loss: 3.0647 +2025-05-26 04:20:19,450 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 14:37:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 2.9622, loss: 2.9622 +2025-05-26 04:21:02,482 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 14:36:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.9909, loss: 2.9909 +2025-05-26 04:21:45,597 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 14:35:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.0411, loss: 3.0411 +2025-05-26 04:22:28,653 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 14:35:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.0001, loss: 3.0001 +2025-05-26 04:23:11,739 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 14:34:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9421, loss: 2.9421 +2025-05-26 04:23:54,715 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:33:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9869, loss_cls: 3.0582, loss: 3.0582 +2025-05-26 04:24:37,689 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:32:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9825, loss_cls: 3.0655, loss: 3.0655 +2025-05-26 04:25:20,721 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:31:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 2.9849, loss: 2.9849 +2025-05-26 04:26:03,730 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:31:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 2.9030, loss: 2.9030 +2025-05-26 04:26:46,778 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:30:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.0138, loss: 3.0138 +2025-05-26 04:27:29,914 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:29:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.0901, loss: 3.0901 +2025-05-26 04:28:12,941 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:28:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.0302, loss: 3.0302 +2025-05-26 04:28:55,894 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:28:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.1466, loss: 3.1466 +2025-05-26 04:29:38,825 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:27:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.8860, loss: 2.8860 +2025-05-26 04:30:21,740 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:26:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.1198, loss: 3.1198 +2025-05-26 04:31:04,650 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:25:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.0445, loss: 3.0445 +2025-05-26 04:31:47,532 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:24:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9947, loss: 2.9947 +2025-05-26 04:32:30,430 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:24:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 2.9268, loss: 2.9268 +2025-05-26 04:33:13,356 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:23:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.9433, loss: 2.9433 +2025-05-26 04:33:56,351 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:22:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9825, loss_cls: 3.0338, loss: 3.0338 +2025-05-26 04:34:39,341 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:21:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.9567, loss: 2.9567 +2025-05-26 04:35:22,274 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:20:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 3.1172, loss: 3.1172 +2025-05-26 04:36:05,152 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:20:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0773, loss: 3.0773 +2025-05-26 04:36:08,241 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-26 04:37:25,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:37:25,295 - pyskl - INFO - +top1_acc 0.8294 +top5_acc 0.9765 +2025-05-26 04:37:25,380 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_22.pth was removed +2025-05-26 04:37:26,494 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2025-05-26 04:37:26,495 - pyskl - INFO - Best top1_acc is 0.8294 at 24 epoch. +2025-05-26 04:37:26,497 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.8294, top5_acc: 0.9765 +2025-05-26 04:38:31,615 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:20:54, time: 0.651, data_time: 0.221, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.9139, loss: 2.9139 +2025-05-26 04:39:14,714 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:20:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8858, loss: 2.8858 +2025-05-26 04:39:57,725 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:19:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.9053, loss: 2.9053 +2025-05-26 04:40:40,810 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 14:18:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 3.0944, loss: 3.0944 +2025-05-26 04:41:23,766 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 14:17:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.0216, loss: 3.0216 +2025-05-26 04:42:06,546 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 14:16:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.9992, loss: 2.9992 +2025-05-26 04:42:49,455 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 14:16:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 3.0276, loss: 3.0276 +2025-05-26 04:43:32,359 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 14:15:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.0697, loss: 3.0697 +2025-05-26 04:44:15,306 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 14:14:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 2.9762, loss: 2.9762 +2025-05-26 04:44:58,221 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 14:13:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.9563, loss: 2.9563 +2025-05-26 04:45:41,261 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 14:12:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.9100, loss: 2.9100 +2025-05-26 04:46:24,315 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 14:12:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.9798, loss: 2.9798 +2025-05-26 04:47:07,510 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 14:11:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.9494, loss: 2.9494 +2025-05-26 04:47:50,785 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 14:10:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.8815, loss: 2.8815 +2025-05-26 04:48:33,803 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 14:09:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.9189, loss: 2.9189 +2025-05-26 04:49:16,643 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 14:09:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 3.0040, loss: 3.0040 +2025-05-26 04:49:59,559 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 14:08:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9825, loss_cls: 3.0139, loss: 3.0139 +2025-05-26 04:50:42,552 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 14:07:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.9619, loss: 2.9619 +2025-05-26 04:51:25,535 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 14:06:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 2.9572, loss: 2.9572 +2025-05-26 04:52:08,490 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 14:05:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.1022, loss: 3.1022 +2025-05-26 04:52:51,439 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 14:05:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 2.9637, loss: 2.9637 +2025-05-26 04:53:34,370 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 14:04:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.1135, loss: 3.1135 +2025-05-26 04:54:17,195 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 14:03:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.9419, loss: 2.9419 +2025-05-26 04:55:00,043 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 14:02:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.0019, loss: 3.0019 +2025-05-26 04:55:42,955 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 14:01:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 2.9552, loss: 2.9552 +2025-05-26 04:55:46,104 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-26 05:04:10,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:04:10,526 - pyskl - INFO - +top1_acc 0.8019 +top5_acc 0.9668 +2025-05-26 05:04:10,528 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.8019, top5_acc: 0.9668 +2025-05-26 05:05:15,710 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 14:02:40, time: 0.652, data_time: 0.221, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.9798, loss: 2.9798 +2025-05-26 05:05:58,576 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 14:01:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.0265, loss: 3.0265 +2025-05-26 05:06:41,612 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 14:01:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.8468, loss: 2.8468 +2025-05-26 05:07:24,568 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 14:00:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8878, loss: 2.8878 +2025-05-26 05:08:07,463 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 13:59:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 3.0540, loss: 3.0540 +2025-05-26 05:08:50,329 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 13:58:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.9987, loss: 2.9987 +2025-05-26 05:09:33,255 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 13:57:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 2.9865, loss: 2.9865 +2025-05-26 05:10:16,200 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 13:57:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.8813, loss: 2.8813 +2025-05-26 05:10:59,206 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 13:56:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 3.0135, loss: 3.0135 +2025-05-26 05:11:42,108 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 13:55:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.9698, loss: 2.9698 +2025-05-26 05:12:25,054 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 13:54:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9862, loss_cls: 2.8904, loss: 2.8904 +2025-05-26 05:13:08,070 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 13:53:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.0418, loss: 3.0418 +2025-05-26 05:13:51,223 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 13:53:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.0050, loss: 3.0050 +2025-05-26 05:14:34,364 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 13:52:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 3.0345, loss: 3.0345 +2025-05-26 05:15:17,448 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 13:51:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.1312, loss: 3.1312 +2025-05-26 05:16:00,543 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 13:50:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.9178, loss: 2.9178 +2025-05-26 05:16:43,586 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 13:50:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 3.0622, loss: 3.0622 +2025-05-26 05:17:26,678 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 13:49:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9838, loss_cls: 2.9867, loss: 2.9867 +2025-05-26 05:18:09,646 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 13:48:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.0460, loss: 3.0460 +2025-05-26 05:18:52,623 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 13:47:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.9938, loss: 2.9938 +2025-05-26 05:19:35,643 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 13:46:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.0561, loss: 3.0561 +2025-05-26 05:20:18,599 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 13:46:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.0494, loss: 3.0494 +2025-05-26 05:21:01,742 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 13:45:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.9733, loss: 2.9733 +2025-05-26 05:21:44,759 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 13:44:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.8267, loss: 2.8267 +2025-05-26 05:22:27,746 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 13:43:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8706, loss: 2.8706 +2025-05-26 05:22:30,931 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-26 05:23:47,939 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:23:48,006 - pyskl - INFO - +top1_acc 0.8315 +top5_acc 0.9756 +2025-05-26 05:23:48,063 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_24.pth was removed +2025-05-26 05:23:49,155 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2025-05-26 05:23:49,156 - pyskl - INFO - Best top1_acc is 0.8315 at 26 epoch. +2025-05-26 05:23:49,159 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.8315, top5_acc: 0.9756 +2025-05-26 05:24:53,855 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 13:44:27, time: 0.647, data_time: 0.216, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 2.8546, loss: 2.8546 +2025-05-26 05:25:36,903 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 13:43:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.8823, loss: 2.8823 +2025-05-26 05:26:19,978 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 13:42:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 2.8633, loss: 2.8633 +2025-05-26 05:27:02,932 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 13:42:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.8655, loss: 2.8655 +2025-05-26 05:27:45,948 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 13:41:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.9624, loss: 2.9624 +2025-05-26 05:28:28,929 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 13:40:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.9000, loss: 2.9000 +2025-05-26 05:29:11,911 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 13:39:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 2.8624, loss: 2.8624 +2025-05-26 05:29:54,899 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 13:38:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.9089, loss: 2.9089 +2025-05-26 05:30:37,762 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 13:38:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 2.9608, loss: 2.9608 +2025-05-26 05:31:20,737 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 13:37:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.0350, loss: 3.0350 +2025-05-26 05:32:03,803 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 13:36:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.8448, loss: 2.8448 +2025-05-26 05:32:46,785 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 13:35:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.9941, loss: 2.9941 +2025-05-26 05:33:29,958 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:35:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 3.0457, loss: 3.0457 +2025-05-26 05:34:12,907 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:34:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.0023, loss: 3.0023 +2025-05-26 05:34:55,882 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:33:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.9671, loss: 2.9671 +2025-05-26 05:35:38,806 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:32:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.8370, loss: 2.8370 +2025-05-26 05:36:21,789 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:31:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.9284, loss: 2.9284 +2025-05-26 05:37:04,717 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:31:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 2.9745, loss: 2.9745 +2025-05-26 05:37:48,001 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:30:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.8977, loss: 2.8977 +2025-05-26 05:38:30,998 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:29:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9429, loss: 2.9429 +2025-05-26 05:39:13,987 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:28:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.9426, loss: 2.9426 +2025-05-26 05:39:57,034 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:27:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.0478, loss: 3.0478 +2025-05-26 05:40:40,051 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:27:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.0452, loss: 3.0452 +2025-05-26 05:41:22,963 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:26:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 3.0598, loss: 3.0598 +2025-05-26 05:42:06,004 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:25:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.9948, loss: 2.9948 +2025-05-26 05:42:09,102 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-26 05:43:25,967 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:43:26,034 - pyskl - INFO - +top1_acc 0.8151 +top5_acc 0.9693 +2025-05-26 05:43:26,037 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.8151, top5_acc: 0.9693 +2025-05-26 05:44:30,939 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:26:16, time: 0.649, data_time: 0.220, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.7624, loss: 2.7624 +2025-05-26 05:45:13,845 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:25:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 2.9402, loss: 2.9402 +2025-05-26 05:45:56,893 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:24:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.8644, loss: 2.8644 +2025-05-26 05:46:40,006 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:23:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.8634, loss: 2.8634 +2025-05-26 05:47:23,123 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:23:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.9460, loss: 2.9460 +2025-05-26 05:48:06,146 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:22:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 2.9608, loss: 2.9608 +2025-05-26 05:48:49,144 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:21:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.0254, loss: 3.0254 +2025-05-26 05:49:32,196 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:20:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.9741, loss: 2.9741 +2025-05-26 05:50:15,315 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:20:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 2.8774, loss: 2.8774 +2025-05-26 05:50:58,407 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:19:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.9730, loss: 2.9730 +2025-05-26 05:51:41,597 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 13:18:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.9171, loss: 2.9171 +2025-05-26 05:52:24,840 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 13:17:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.9475, loss: 2.9475 +2025-05-26 05:53:07,978 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 13:16:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.0137, loss: 3.0137 +2025-05-26 05:53:51,110 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 13:16:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.9465, loss: 2.9465 +2025-05-26 05:54:34,158 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 13:15:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.9280, loss: 2.9280 +2025-05-26 05:55:17,117 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 13:14:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0055, loss: 3.0055 +2025-05-26 05:56:00,049 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 13:13:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.8529, loss: 2.8529 +2025-05-26 05:56:43,043 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 13:13:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 2.9436, loss: 2.9436 +2025-05-26 05:57:26,083 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 13:12:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.7669, loss: 2.7669 +2025-05-26 05:58:09,073 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 13:11:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.8647, loss: 2.8647 +2025-05-26 05:58:52,174 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 13:10:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 2.9610, loss: 2.9610 +2025-05-26 05:59:34,764 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 13:09:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.9194, loss: 2.9194 +2025-05-26 06:00:17,604 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 13:09:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 2.9635, loss: 2.9635 +2025-05-26 06:01:00,500 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 13:08:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9875, loss_cls: 2.8936, loss: 2.8936 +2025-05-26 06:01:43,208 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 13:07:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.8730, loss: 2.8730 +2025-05-26 06:01:46,301 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-26 06:03:03,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:03:03,304 - pyskl - INFO - +top1_acc 0.8137 +top5_acc 0.9697 +2025-05-26 06:03:03,307 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8137, top5_acc: 0.9697 +2025-05-26 06:04:08,202 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 13:08:04, time: 0.649, data_time: 0.219, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9900, loss_cls: 2.8563, loss: 2.8563 +2025-05-26 06:04:51,186 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 13:07:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.9037, loss: 2.9037 +2025-05-26 06:05:34,241 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 13:06:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.8875, loss: 2.8875 +2025-05-26 06:06:17,369 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 13:05:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 3.0367, loss: 3.0367 +2025-05-26 06:07:00,426 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 13:04:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.8959, loss: 2.8959 +2025-05-26 06:07:43,405 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 13:04:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.9387, loss: 2.9387 +2025-05-26 06:08:26,420 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 13:03:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.7910, loss: 2.7910 +2025-05-26 06:09:09,374 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 13:02:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.8212, loss: 2.8212 +2025-05-26 06:09:52,409 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 13:01:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.8886, loss: 2.8886 +2025-05-26 06:10:35,475 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 13:01:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9850, loss_cls: 3.0072, loss: 3.0072 +2025-05-26 06:11:18,503 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 13:00:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 2.9671, loss: 2.9671 +2025-05-26 06:12:01,641 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 12:59:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.0357, loss: 3.0357 +2025-05-26 06:12:44,709 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 12:58:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.9378, loss: 2.9378 +2025-05-26 06:13:27,895 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 12:57:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.8228, loss: 2.8228 +2025-05-26 06:14:10,938 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 12:57:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 2.9912, loss: 2.9912 +2025-05-26 06:14:53,934 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 12:56:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.9543, loss: 2.9543 +2025-05-26 06:15:37,088 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 12:55:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 2.8924, loss: 2.8924 +2025-05-26 06:16:20,105 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 12:54:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 3.0509, loss: 3.0509 +2025-05-26 06:17:03,122 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 12:54:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.9671, loss: 2.9671 +2025-05-26 06:17:46,111 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 12:53:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.8349, loss: 2.8349 +2025-05-26 06:18:29,110 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 12:52:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.9165, loss: 2.9165 +2025-05-26 06:19:12,182 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 12:51:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 2.9971, loss: 2.9971 +2025-05-26 06:19:55,191 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 12:50:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.9432, loss: 2.9432 +2025-05-26 06:20:38,282 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 12:50:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.7975, loss: 2.7975 +2025-05-26 06:21:21,379 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 12:49:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 2.9273, loss: 2.9273 +2025-05-26 06:21:24,430 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-26 06:22:41,620 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:22:41,687 - pyskl - INFO - +top1_acc 0.8351 +top5_acc 0.9737 +2025-05-26 06:22:41,742 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_26.pth was removed +2025-05-26 06:22:42,827 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2025-05-26 06:22:42,828 - pyskl - INFO - Best top1_acc is 0.8351 at 29 epoch. +2025-05-26 06:22:42,831 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.8351, top5_acc: 0.9737 +2025-05-26 06:23:47,479 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 12:49:55, time: 0.646, data_time: 0.216, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.8527, loss: 2.8527 +2025-05-26 06:24:30,245 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 12:49:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 2.9116, loss: 2.9116 +2025-05-26 06:25:13,135 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 12:48:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 2.8411, loss: 2.8411 +2025-05-26 06:25:56,069 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 12:47:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.8644, loss: 2.8644 +2025-05-26 06:26:39,072 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 12:46:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 3.0007, loss: 3.0007 +2025-05-26 06:27:22,003 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 12:45:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 2.9568, loss: 2.9568 +2025-05-26 06:28:04,880 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 12:45:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 2.9712, loss: 2.9712 +2025-05-26 06:28:47,704 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 12:44:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.8653, loss: 2.8653 +2025-05-26 06:29:30,583 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 12:43:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.7404, loss: 2.7404 +2025-05-26 06:30:13,424 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 12:42:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.9551, loss: 2.9551 +2025-05-26 06:30:56,307 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 12:42:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.8244, loss: 2.8244 +2025-05-26 06:31:39,329 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 12:41:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.8239, loss: 2.8239 +2025-05-26 06:32:22,199 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 12:40:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.9144, loss: 2.9144 +2025-05-26 06:33:05,175 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 12:39:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.9253, loss: 2.9253 +2025-05-26 06:33:48,138 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 12:38:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 2.9063, loss: 2.9063 +2025-05-26 06:34:31,029 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 12:38:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.8404, loss: 2.8404 +2025-05-26 06:35:13,927 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 12:37:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 2.8434, loss: 2.8434 +2025-05-26 06:35:56,868 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:36:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.9031, loss: 2.9031 +2025-05-26 06:36:39,934 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:35:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8846, loss: 2.8846 +2025-05-26 06:37:22,721 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:35:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.8072, loss: 2.8072 +2025-05-26 06:38:05,635 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:34:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 2.9312, loss: 2.9312 +2025-05-26 06:38:48,640 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:33:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.8347, loss: 2.8347 +2025-05-26 06:39:31,531 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:32:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.9613, loss: 2.9613 +2025-05-26 06:40:14,420 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:31:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 2.8852, loss: 2.8852 +2025-05-26 06:40:57,259 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:31:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.9107, loss: 2.9107 +2025-05-26 06:41:00,294 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-26 06:50:06,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:50:06,494 - pyskl - INFO - +top1_acc 0.7992 +top5_acc 0.9664 +2025-05-26 06:50:06,497 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7992, top5_acc: 0.9664 +2025-05-26 06:51:11,135 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:31:32, time: 0.646, data_time: 0.218, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9919, loss_cls: 2.7206, loss: 2.7206 +2025-05-26 06:51:54,112 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:30:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.0275, loss: 3.0275 +2025-05-26 06:52:37,188 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:29:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 2.8601, loss: 2.8601 +2025-05-26 06:53:20,073 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:29:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9769, loss_cls: 2.8368, loss: 2.8368 +2025-05-26 06:54:02,988 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:28:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 2.9460, loss: 2.9460 +2025-05-26 06:54:45,906 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:27:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9919, loss_cls: 2.8305, loss: 2.8305 +2025-05-26 06:55:28,851 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:26:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.8800, loss: 2.8800 +2025-05-26 06:56:11,763 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:26:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.8070, loss: 2.8070 +2025-05-26 06:56:54,666 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:25:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7755, loss: 2.7755 +2025-05-26 06:57:37,599 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:24:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 2.8627, loss: 2.8627 +2025-05-26 06:58:20,495 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:23:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.9456, loss: 2.9456 +2025-05-26 06:59:03,479 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:22:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9875, loss_cls: 2.8425, loss: 2.8425 +2025-05-26 06:59:46,534 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:22:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.8478, loss: 2.8478 +2025-05-26 07:00:29,583 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:21:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.8248, loss: 2.8248 +2025-05-26 07:01:12,749 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:20:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.9649, loss: 2.9649 +2025-05-26 07:01:55,693 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:19:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 2.9275, loss: 2.9275 +2025-05-26 07:02:38,613 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:19:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.0654, loss: 3.0654 +2025-05-26 07:03:21,624 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:18:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.0118, loss: 3.0118 +2025-05-26 07:04:04,650 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 12:17:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.9600, loss: 2.9600 +2025-05-26 07:04:47,623 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 12:16:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.9614, loss: 2.9614 +2025-05-26 07:05:30,660 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 12:15:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.9685, loss: 2.9685 +2025-05-26 07:06:13,663 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 12:15:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.8848, loss: 2.8848 +2025-05-26 07:06:56,539 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 12:14:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.9411, loss: 2.9411 +2025-05-26 07:07:39,492 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 12:13:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.8419, loss: 2.8419 +2025-05-26 07:08:22,542 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 12:12:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9738, loss_cls: 2.8814, loss: 2.8814 +2025-05-26 07:08:25,732 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-26 07:09:42,689 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:09:42,756 - pyskl - INFO - +top1_acc 0.8229 +top5_acc 0.9736 +2025-05-26 07:09:42,759 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8229, top5_acc: 0.9736 +2025-05-26 07:10:47,807 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 12:13:17, time: 0.650, data_time: 0.217, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8386, loss: 2.8386 +2025-05-26 07:11:30,996 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 12:12:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 2.8407, loss: 2.8407 +2025-05-26 07:12:14,025 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 12:11:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.7475, loss: 2.7475 +2025-05-26 07:12:56,885 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 12:10:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 2.9627, loss: 2.9627 +2025-05-26 07:13:39,833 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 12:10:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9169, loss: 2.9169 +2025-05-26 07:14:22,707 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 12:09:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.8263, loss: 2.8263 +2025-05-26 07:15:05,570 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 12:08:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.8841, loss: 2.8841 +2025-05-26 07:15:48,430 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 12:07:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.8563, loss: 2.8563 +2025-05-26 07:16:31,303 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 12:07:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 2.9458, loss: 2.9458 +2025-05-26 07:17:14,085 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 12:06:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 2.9080, loss: 2.9080 +2025-05-26 07:17:57,000 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 12:05:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.8342, loss: 2.8342 +2025-05-26 07:18:39,863 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 12:04:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.8860, loss: 2.8860 +2025-05-26 07:19:22,879 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 12:03:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.8612, loss: 2.8612 +2025-05-26 07:20:05,904 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 12:03:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8582, loss: 2.8582 +2025-05-26 07:20:48,910 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 12:02:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8641, loss: 2.8641 +2025-05-26 07:21:31,766 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 12:01:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 2.8679, loss: 2.8679 +2025-05-26 07:22:14,746 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 12:00:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8017, loss: 2.8017 +2025-05-26 07:22:57,609 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 12:00:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.0409, loss: 3.0409 +2025-05-26 07:23:40,435 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 11:59:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.8538, loss: 2.8538 +2025-05-26 07:24:23,321 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 11:58:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 2.9588, loss: 2.9588 +2025-05-26 07:25:06,221 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 11:57:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 2.8641, loss: 2.8641 +2025-05-26 07:25:49,095 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 11:56:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.7675, loss: 2.7675 +2025-05-26 07:26:31,907 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 11:56:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.8695, loss: 2.8695 +2025-05-26 07:27:14,742 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 11:55:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.8476, loss: 2.8476 +2025-05-26 07:27:57,602 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 11:54:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 2.8958, loss: 2.8958 +2025-05-26 07:28:00,715 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-26 07:29:17,849 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:29:17,916 - pyskl - INFO - +top1_acc 0.8068 +top5_acc 0.9701 +2025-05-26 07:29:17,918 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8068, top5_acc: 0.9701 +2025-05-26 07:30:22,754 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 11:54:55, time: 0.648, data_time: 0.220, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8091, loss: 2.8091 +2025-05-26 07:31:05,679 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 11:54:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.7630, loss: 2.7630 +2025-05-26 07:31:48,734 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 11:53:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.7205, loss: 2.7205 +2025-05-26 07:32:31,774 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 11:52:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.9597, loss: 2.9597 +2025-05-26 07:33:14,707 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 11:51:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.8309, loss: 2.8309 +2025-05-26 07:33:57,628 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 11:51:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.8106, loss: 2.8106 +2025-05-26 07:34:40,515 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 11:50:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.9158, loss: 2.9158 +2025-05-26 07:35:23,467 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 11:49:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8497, loss: 2.8497 +2025-05-26 07:36:06,362 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 11:48:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.8167, loss: 2.8167 +2025-05-26 07:36:49,250 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 11:47:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8881, loss: 2.8881 +2025-05-26 07:37:32,203 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 11:47:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.9177, loss: 2.9177 +2025-05-26 07:38:15,145 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 11:46:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.6963, loss: 2.6963 +2025-05-26 07:38:58,065 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 11:45:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.7125, loss: 2.7125 +2025-05-26 07:39:40,978 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 11:44:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 2.9329, loss: 2.9329 +2025-05-26 07:40:23,954 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 11:44:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.8031, loss: 2.8031 +2025-05-26 07:41:06,966 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 11:43:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9838, loss_cls: 2.9748, loss: 2.9748 +2025-05-26 07:41:49,922 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 11:42:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.8493, loss: 2.8493 +2025-05-26 07:42:32,877 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 11:41:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.8912, loss: 2.8912 +2025-05-26 07:43:15,796 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 11:40:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.8201, loss: 2.8201 +2025-05-26 07:43:58,682 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 11:40:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 2.9624, loss: 2.9624 +2025-05-26 07:44:41,595 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 11:39:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.9046, loss: 2.9046 +2025-05-26 07:45:24,458 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 11:38:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.8636, loss: 2.8636 +2025-05-26 07:46:07,362 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 11:37:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.8402, loss: 2.8402 +2025-05-26 07:46:50,318 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:37:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 2.8729, loss: 2.8729 +2025-05-26 07:47:33,334 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:36:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.9258, loss: 2.9258 +2025-05-26 07:47:36,484 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-26 07:48:53,396 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:48:53,463 - pyskl - INFO - +top1_acc 0.8279 +top5_acc 0.9724 +2025-05-26 07:48:53,466 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.8279, top5_acc: 0.9724 +2025-05-26 07:49:58,333 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:36:37, time: 0.649, data_time: 0.221, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.7948, loss: 2.7948 +2025-05-26 07:50:41,359 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:35:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 2.8579, loss: 2.8579 +2025-05-26 07:51:24,338 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:35:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9769, loss_cls: 2.9031, loss: 2.9031 +2025-05-26 07:52:07,443 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:34:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.7372, loss: 2.7372 +2025-05-26 07:52:50,391 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:33:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.7194, loss: 2.7194 +2025-05-26 07:53:33,365 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:32:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.8757, loss: 2.8757 +2025-05-26 07:54:16,259 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:31:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.8397, loss: 2.8397 +2025-05-26 07:54:59,289 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:31:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7677, loss: 2.7677 +2025-05-26 07:55:42,214 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:30:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9070, loss: 2.9070 +2025-05-26 07:56:25,123 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:29:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9881, loss_cls: 2.8494, loss: 2.8494 +2025-05-26 07:57:08,009 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:28:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9875, loss_cls: 2.8243, loss: 2.8243 +2025-05-26 07:57:50,995 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:28:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.8627, loss: 2.8627 +2025-05-26 07:58:34,018 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:27:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.8473, loss: 2.8473 +2025-05-26 07:59:17,209 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:26:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.7992, loss: 2.7992 +2025-05-26 08:00:00,270 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:25:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.8584, loss: 2.8584 +2025-05-26 08:00:43,256 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:25:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8196, loss: 2.8196 +2025-05-26 08:01:26,229 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:24:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.9160, loss: 2.9160 +2025-05-26 08:02:09,207 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:23:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8715, loss: 2.8715 +2025-05-26 08:02:52,134 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:22:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.8365, loss: 2.8365 +2025-05-26 08:03:34,961 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:21:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9881, loss_cls: 2.7917, loss: 2.7917 +2025-05-26 08:04:17,858 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:21:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.8753, loss: 2.8753 +2025-05-26 08:05:00,729 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:20:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 2.9723, loss: 2.9723 +2025-05-26 08:05:43,694 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:19:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8703, loss: 2.8703 +2025-05-26 08:06:26,647 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:18:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7853, loss: 2.7853 +2025-05-26 08:07:09,526 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:18:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 2.8028, loss: 2.8028 +2025-05-26 08:07:12,601 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-26 08:08:29,706 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:08:29,774 - pyskl - INFO - +top1_acc 0.8149 +top5_acc 0.9672 +2025-05-26 08:08:29,776 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8149, top5_acc: 0.9672 +2025-05-26 08:09:35,163 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:18:22, time: 0.654, data_time: 0.226, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7536, loss: 2.7536 +2025-05-26 08:10:18,086 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 11:17:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.8345, loss: 2.8345 +2025-05-26 08:11:01,128 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 11:16:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.8690, loss: 2.8690 +2025-05-26 08:11:44,084 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 11:16:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.8196, loss: 2.8196 +2025-05-26 08:12:26,929 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 11:15:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.8238, loss: 2.8238 +2025-05-26 08:13:09,833 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 11:14:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9875, loss_cls: 2.8649, loss: 2.8649 +2025-05-26 08:13:52,612 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 11:13:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9906, loss_cls: 2.7569, loss: 2.7569 +2025-05-26 08:14:35,470 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 11:12:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.7676, loss: 2.7676 +2025-05-26 08:15:18,410 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 11:12:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 2.8675, loss: 2.8675 +2025-05-26 08:16:01,300 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 11:11:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.8526, loss: 2.8526 +2025-05-26 08:16:44,211 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 11:10:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.9065, loss: 2.9065 +2025-05-26 08:17:27,081 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 11:09:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.8187, loss: 2.8187 +2025-05-26 08:18:09,990 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 11:09:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7033, loss: 2.7033 +2025-05-26 08:18:52,961 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 11:08:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9413, loss: 2.9413 +2025-05-26 08:19:35,854 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 11:07:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.8095, loss: 2.8095 +2025-05-26 08:20:18,791 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 11:06:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9988, loss: 2.9988 +2025-05-26 08:21:01,676 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 11:05:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.7730, loss: 2.7730 +2025-05-26 08:21:44,679 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 11:05:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.7833, loss: 2.7833 +2025-05-26 08:22:27,661 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 11:04:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.8728, loss: 2.8728 +2025-05-26 08:23:10,518 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 11:03:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.8296, loss: 2.8296 +2025-05-26 08:23:53,394 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 11:02:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.8687, loss: 2.8687 +2025-05-26 08:24:36,225 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 11:02:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.8425, loss: 2.8425 +2025-05-26 08:25:19,014 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 11:01:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.7566, loss: 2.7566 +2025-05-26 08:26:01,935 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 11:00:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.7808, loss: 2.7808 +2025-05-26 08:26:44,794 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 10:59:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9850, loss_cls: 2.8683, loss: 2.8683 +2025-05-26 08:26:47,917 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-26 08:35:22,683 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:35:22,749 - pyskl - INFO - +top1_acc 0.8204 +top5_acc 0.9743 +2025-05-26 08:35:22,752 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.8204, top5_acc: 0.9743 +2025-05-26 08:36:27,434 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 11:00:00, time: 0.647, data_time: 0.218, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6963, loss: 2.6963 +2025-05-26 08:37:10,464 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 10:59:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8466, loss: 2.8466 +2025-05-26 08:37:53,590 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 10:58:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9900, loss_cls: 2.7591, loss: 2.7591 +2025-05-26 08:38:36,612 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 10:57:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.8426, loss: 2.8426 +2025-05-26 08:39:19,685 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 10:56:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 2.9495, loss: 2.9495 +2025-05-26 08:40:02,622 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 10:56:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7978, loss: 2.7978 +2025-05-26 08:40:45,633 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 10:55:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.7448, loss: 2.7448 +2025-05-26 08:41:28,655 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 10:54:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9888, loss_cls: 2.7994, loss: 2.7994 +2025-05-26 08:42:11,568 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 10:53:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 2.9527, loss: 2.9527 +2025-05-26 08:42:54,470 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 10:53:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.8278, loss: 2.8278 +2025-05-26 08:43:37,519 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 10:52:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.7458, loss: 2.7458 +2025-05-26 08:44:20,446 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 10:51:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7613, loss: 2.7613 +2025-05-26 08:45:03,331 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 10:50:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7894, loss: 2.7894 +2025-05-26 08:45:46,410 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 10:50:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7962, loss: 2.7962 +2025-05-26 08:46:29,375 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 10:49:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 2.7764, loss: 2.7764 +2025-05-26 08:47:12,327 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 10:48:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.8621, loss: 2.8621 +2025-05-26 08:47:55,206 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 10:47:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7580, loss: 2.7580 +2025-05-26 08:48:38,132 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 10:46:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.7871, loss: 2.7871 +2025-05-26 08:49:21,023 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 10:46:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.8688, loss: 2.8688 +2025-05-26 08:50:03,921 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 10:45:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.8053, loss: 2.8053 +2025-05-26 08:50:46,877 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 10:44:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.8814, loss: 2.8814 +2025-05-26 08:51:29,886 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 10:43:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.8042, loss: 2.8042 +2025-05-26 08:52:12,857 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 10:43:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.7545, loss: 2.7545 +2025-05-26 08:52:55,819 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 10:42:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8828, loss: 2.8828 +2025-05-26 08:53:38,772 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 10:41:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.7959, loss: 2.7959 +2025-05-26 08:53:41,877 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-26 08:54:58,613 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:54:58,679 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9693 +2025-05-26 08:54:58,682 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8217, top5_acc: 0.9693 +2025-05-26 08:56:03,055 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 10:41:43, time: 0.644, data_time: 0.216, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 2.7135, loss: 2.7135 +2025-05-26 08:56:46,027 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 10:40:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9888, loss_cls: 2.7751, loss: 2.7751 +2025-05-26 08:57:29,141 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 10:40:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.7847, loss: 2.7847 +2025-05-26 08:58:12,182 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 10:39:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.7195, loss: 2.7195 +2025-05-26 08:58:55,222 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 10:38:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.8358, loss: 2.8358 +2025-05-26 08:59:38,259 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:37:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.7081, loss: 2.7081 +2025-05-26 09:00:21,363 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:37:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.8609, loss: 2.8609 +2025-05-26 09:01:04,443 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:36:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.7864, loss: 2.7864 +2025-05-26 09:01:47,406 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:35:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8197, loss: 2.8197 +2025-05-26 09:02:30,515 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:34:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.7480, loss: 2.7480 +2025-05-26 09:03:13,552 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:34:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.6371, loss: 2.6371 +2025-05-26 09:03:56,567 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:33:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7601, loss: 2.7601 +2025-05-26 09:04:39,647 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:32:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.8331, loss: 2.8331 +2025-05-26 09:05:22,817 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:31:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.6945, loss: 2.6945 +2025-05-26 09:06:05,793 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:31:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.8560, loss: 2.8560 +2025-05-26 09:06:48,583 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:30:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 2.8899, loss: 2.8899 +2025-05-26 09:07:31,519 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:29:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.8788, loss: 2.8788 +2025-05-26 09:08:14,586 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:28:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.8535, loss: 2.8535 +2025-05-26 09:08:57,632 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:27:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.9428, loss: 2.9428 +2025-05-26 09:09:40,591 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:27:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 2.7074, loss: 2.7074 +2025-05-26 09:10:23,718 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:26:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.7932, loss: 2.7932 +2025-05-26 09:11:06,710 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:25:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 2.9122, loss: 2.9122 +2025-05-26 09:11:49,657 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:24:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 2.7731, loss: 2.7731 +2025-05-26 09:12:32,702 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:24:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7874, loss: 2.7874 +2025-05-26 09:13:15,871 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:23:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.8239, loss: 2.8239 +2025-05-26 09:13:19,068 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-26 09:14:35,497 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:14:35,565 - pyskl - INFO - +top1_acc 0.8112 +top5_acc 0.9725 +2025-05-26 09:14:35,567 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8112, top5_acc: 0.9725 +2025-05-26 09:15:40,695 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:23:33, time: 0.651, data_time: 0.218, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.7683, loss: 2.7683 +2025-05-26 09:16:23,932 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:22:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.7652, loss: 2.7652 +2025-05-26 09:17:07,002 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:22:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9894, loss_cls: 2.8201, loss: 2.8201 +2025-05-26 09:17:49,980 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:21:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.8138, loss: 2.8138 +2025-05-26 09:18:33,007 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:20:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9912, loss_cls: 2.7600, loss: 2.7600 +2025-05-26 09:19:16,096 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:19:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.7737, loss: 2.7737 +2025-05-26 09:19:59,209 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:18:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.7052, loss: 2.7052 +2025-05-26 09:20:42,208 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:18:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.8560, loss: 2.8560 +2025-05-26 09:21:25,155 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 10:17:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6995, loss: 2.6995 +2025-05-26 09:22:08,063 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 10:16:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.8230, loss: 2.8230 +2025-05-26 09:22:51,013 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 10:15:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.7913, loss: 2.7913 +2025-05-26 09:23:33,950 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 10:15:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.7164, loss: 2.7164 +2025-05-26 09:24:16,831 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 10:14:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.7254, loss: 2.7254 +2025-05-26 09:24:59,771 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 10:13:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7506, loss: 2.7506 +2025-05-26 09:25:42,805 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 10:12:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.7232, loss: 2.7232 +2025-05-26 09:26:25,606 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 10:12:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.7589, loss: 2.7589 +2025-05-26 09:27:08,489 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 10:11:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.8470, loss: 2.8470 +2025-05-26 09:27:51,442 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 10:10:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.8846, loss: 2.8846 +2025-05-26 09:28:34,321 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 10:09:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 2.8790, loss: 2.8790 +2025-05-26 09:29:17,214 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 10:08:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.7447, loss: 2.7447 +2025-05-26 09:30:00,112 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 10:08:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.7875, loss: 2.7875 +2025-05-26 09:30:42,990 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 10:07:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 2.8852, loss: 2.8852 +2025-05-26 09:31:25,867 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 10:06:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.8128, loss: 2.8128 +2025-05-26 09:32:08,789 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 10:05:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.8653, loss: 2.8653 +2025-05-26 09:32:51,670 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 10:05:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.9303, loss: 2.9303 +2025-05-26 09:32:54,826 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-26 09:34:11,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:34:11,541 - pyskl - INFO - +top1_acc 0.8218 +top5_acc 0.9722 +2025-05-26 09:34:11,544 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8218, top5_acc: 0.9722 +2025-05-26 09:35:16,322 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 10:05:16, time: 0.648, data_time: 0.218, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.8268, loss: 2.8268 +2025-05-26 09:35:59,343 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 10:04:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.6331, loss: 2.6331 +2025-05-26 09:36:42,431 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 10:03:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.7053, loss: 2.7053 +2025-05-26 09:37:25,554 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 10:02:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.7542, loss: 2.7542 +2025-05-26 09:38:08,653 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 10:02:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.8094, loss: 2.8094 +2025-05-26 09:38:51,613 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 10:01:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.7074, loss: 2.7074 +2025-05-26 09:39:34,689 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 10:00:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.7086, loss: 2.7086 +2025-05-26 09:40:17,590 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 9:59:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.7440, loss: 2.7440 +2025-05-26 09:41:00,332 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 9:59:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.7872, loss: 2.7872 +2025-05-26 09:41:43,214 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 9:58:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.8461, loss: 2.8461 +2025-05-26 09:42:26,072 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 9:57:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.8439, loss: 2.8439 +2025-05-26 09:43:08,895 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 9:56:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7771, loss: 2.7771 +2025-05-26 09:43:51,885 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 9:56:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.7469, loss: 2.7469 +2025-05-26 09:44:35,186 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 9:55:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.7528, loss: 2.7528 +2025-05-26 09:45:18,270 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 9:54:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.7117, loss: 2.7117 +2025-05-26 09:46:01,255 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 9:53:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.8511, loss: 2.8511 +2025-05-26 09:46:44,201 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 9:53:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 2.8432, loss: 2.8432 +2025-05-26 09:47:27,158 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 9:52:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.8463, loss: 2.8463 +2025-05-26 09:48:10,074 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 9:51:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 2.8505, loss: 2.8505 +2025-05-26 09:48:52,988 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 9:50:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.7847, loss: 2.7847 +2025-05-26 09:49:35,991 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 9:49:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.7329, loss: 2.7329 +2025-05-26 09:50:18,941 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 9:49:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.7465, loss: 2.7465 +2025-05-26 09:51:01,907 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 9:48:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.7720, loss: 2.7720 +2025-05-26 09:51:44,955 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 9:47:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.8315, loss: 2.8315 +2025-05-26 09:52:28,035 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 9:46:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.8220, loss: 2.8220 +2025-05-26 09:52:31,194 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-26 09:53:47,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:53:47,755 - pyskl - INFO - +top1_acc 0.8334 +top5_acc 0.9752 +2025-05-26 09:53:47,758 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8334, top5_acc: 0.9752 +2025-05-26 09:54:52,377 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 9:47:00, time: 0.646, data_time: 0.218, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.7092, loss: 2.7092 +2025-05-26 09:55:35,279 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 9:46:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.6484, loss: 2.6484 +2025-05-26 09:56:18,240 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 9:45:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7547, loss: 2.7547 +2025-05-26 09:57:01,313 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 9:44:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8196, loss: 2.8196 +2025-05-26 09:57:44,175 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 9:43:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.7861, loss: 2.7861 +2025-05-26 09:58:27,067 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 9:43:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.6792, loss: 2.6792 +2025-05-26 09:59:10,043 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 9:42:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.8026, loss: 2.8026 +2025-05-26 09:59:52,933 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 9:41:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.8257, loss: 2.8257 +2025-05-26 10:00:35,934 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 9:40:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.8253, loss: 2.8253 +2025-05-26 10:01:18,838 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 9:40:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.6935, loss: 2.6935 +2025-05-26 10:02:01,738 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 9:39:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.7006, loss: 2.7006 +2025-05-26 10:02:44,604 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:38:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.6346, loss: 2.6346 +2025-05-26 10:03:27,386 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:37:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.7262, loss: 2.7262 +2025-05-26 10:04:10,469 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:37:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.8702, loss: 2.8702 +2025-05-26 10:04:53,507 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:36:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.7592, loss: 2.7592 +2025-05-26 10:05:36,443 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:35:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 2.8932, loss: 2.8932 +2025-05-26 10:06:19,278 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:34:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.6895, loss: 2.6895 +2025-05-26 10:07:02,058 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:33:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.7829, loss: 2.7829 +2025-05-26 10:07:44,826 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:33:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.8801, loss: 2.8801 +2025-05-26 10:08:27,659 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:32:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 2.7769, loss: 2.7769 +2025-05-26 10:09:10,617 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:31:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 2.8608, loss: 2.8608 +2025-05-26 10:09:53,617 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:30:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.8091, loss: 2.8091 +2025-05-26 10:10:36,462 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:30:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 2.6619, loss: 2.6619 +2025-05-26 10:11:19,323 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:29:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.9011, loss: 2.9011 +2025-05-26 10:12:02,258 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:28:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.8299, loss: 2.8299 +2025-05-26 10:12:05,366 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-26 10:21:18,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:21:18,078 - pyskl - INFO - +top1_acc 0.8397 +top5_acc 0.9729 +2025-05-26 10:21:18,131 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_29.pth was removed +2025-05-26 10:21:19,158 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. +2025-05-26 10:21:19,159 - pyskl - INFO - Best top1_acc is 0.8397 at 40 epoch. +2025-05-26 10:21:19,161 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8397, top5_acc: 0.9729 +2025-05-26 10:22:23,621 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:28:40, time: 0.645, data_time: 0.217, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.6863, loss: 2.6863 +2025-05-26 10:23:06,685 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:27:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9912, loss_cls: 2.6615, loss: 2.6615 +2025-05-26 10:23:49,772 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:27:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.7384, loss: 2.7384 +2025-05-26 10:24:32,771 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:26:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.7057, loss: 2.7057 +2025-05-26 10:25:15,675 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:25:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.7590, loss: 2.7590 +2025-05-26 10:25:58,626 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:24:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.6525, loss: 2.6525 +2025-05-26 10:26:41,606 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:24:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.8436, loss: 2.8436 +2025-05-26 10:27:24,601 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:23:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.7541, loss: 2.7541 +2025-05-26 10:28:07,586 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:22:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.8688, loss: 2.8688 +2025-05-26 10:28:50,536 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:21:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 2.7318, loss: 2.7318 +2025-05-26 10:29:33,565 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:21:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9888, loss_cls: 2.7187, loss: 2.7187 +2025-05-26 10:30:16,536 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:20:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6606, loss: 2.6606 +2025-05-26 10:30:59,495 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:19:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.6727, loss: 2.6727 +2025-05-26 10:31:42,442 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:18:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8164, loss: 2.8164 +2025-05-26 10:32:25,464 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:17:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.8085, loss: 2.8085 +2025-05-26 10:33:08,673 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:17:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.6803, loss: 2.6803 +2025-05-26 10:33:51,856 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 9:16:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.7393, loss: 2.7393 +2025-05-26 10:34:34,978 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 9:15:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.7343, loss: 2.7343 +2025-05-26 10:35:18,039 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 9:14:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.7944, loss: 2.7944 +2025-05-26 10:36:01,068 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 9:14:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.7815, loss: 2.7815 +2025-05-26 10:36:44,192 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 9:13:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.7539, loss: 2.7539 +2025-05-26 10:37:27,280 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 9:12:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.7670, loss: 2.7670 +2025-05-26 10:38:10,379 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 9:11:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.8701, loss: 2.8701 +2025-05-26 10:38:53,417 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 9:11:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 2.7779, loss: 2.7779 +2025-05-26 10:39:36,531 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 9:10:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.7271, loss: 2.7271 +2025-05-26 10:39:39,655 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-26 10:40:56,525 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:40:56,592 - pyskl - INFO - +top1_acc 0.8124 +top5_acc 0.9652 +2025-05-26 10:40:56,595 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8124, top5_acc: 0.9652 +2025-05-26 10:42:01,482 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 9:10:28, time: 0.649, data_time: 0.219, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.6205, loss: 2.6205 +2025-05-26 10:42:44,716 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 9:09:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.6565, loss: 2.6565 +2025-05-26 10:43:27,776 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 9:08:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.7670, loss: 2.7670 +2025-05-26 10:44:10,951 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 9:08:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.6828, loss: 2.6828 +2025-05-26 10:44:54,043 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 9:07:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.7410, loss: 2.7410 +2025-05-26 10:45:37,187 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 9:06:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.7002, loss: 2.7002 +2025-05-26 10:46:20,118 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 9:05:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.5594, loss: 2.5594 +2025-05-26 10:47:03,094 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 9:05:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 2.7413, loss: 2.7413 +2025-05-26 10:47:46,085 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 9:04:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.8814, loss: 2.8814 +2025-05-26 10:48:29,005 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 9:03:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 2.7192, loss: 2.7192 +2025-05-26 10:49:11,909 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 9:02:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.7035, loss: 2.7035 +2025-05-26 10:49:54,827 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 9:02:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.8283, loss: 2.8283 +2025-05-26 10:50:37,791 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 9:01:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.7452, loss: 2.7452 +2025-05-26 10:51:20,924 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 9:00:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.6649, loss: 2.6649 +2025-05-26 10:52:03,994 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 8:59:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.8156, loss: 2.8156 +2025-05-26 10:52:47,002 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 8:59:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.8049, loss: 2.8049 +2025-05-26 10:53:29,987 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 8:58:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6691, loss: 2.6691 +2025-05-26 10:54:12,901 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 8:57:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9769, loss_cls: 2.7528, loss: 2.7528 +2025-05-26 10:54:55,912 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 8:56:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8470, loss: 2.8470 +2025-05-26 10:55:38,738 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 8:56:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.8386, loss: 2.8386 +2025-05-26 10:56:21,672 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 8:55:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9888, loss_cls: 2.8258, loss: 2.8258 +2025-05-26 10:57:04,654 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 8:54:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.7732, loss: 2.7732 +2025-05-26 10:57:47,562 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 8:53:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.8618, loss: 2.8618 +2025-05-26 10:58:30,245 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 8:52:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.8314, loss: 2.8314 +2025-05-26 10:59:13,324 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 8:52:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.9163, loss: 2.9163 +2025-05-26 10:59:16,402 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-26 11:00:32,847 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:00:32,913 - pyskl - INFO - +top1_acc 0.8285 +top5_acc 0.9694 +2025-05-26 11:00:32,915 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8285, top5_acc: 0.9694 +2025-05-26 11:01:37,488 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 8:52:13, time: 0.646, data_time: 0.217, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.6856, loss: 2.6856 +2025-05-26 11:02:20,470 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 8:51:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.6312, loss: 2.6312 +2025-05-26 11:03:03,447 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 8:50:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9900, loss_cls: 2.7657, loss: 2.7657 +2025-05-26 11:03:46,453 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 8:49:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.8299, loss: 2.8299 +2025-05-26 11:04:29,485 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 8:49:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7471, loss: 2.7471 +2025-05-26 11:05:12,518 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 8:48:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7255, loss: 2.7255 +2025-05-26 11:05:55,297 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 8:47:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.7589, loss: 2.7589 +2025-05-26 11:06:38,099 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 8:46:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.7333, loss: 2.7333 +2025-05-26 11:07:21,122 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 8:46:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7498, loss: 2.7498 +2025-05-26 11:08:04,031 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 8:45:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.8120, loss: 2.8120 +2025-05-26 11:08:46,980 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 8:44:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.7860, loss: 2.7860 +2025-05-26 11:09:29,858 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 8:43:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.7578, loss: 2.7578 +2025-05-26 11:10:12,774 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 8:43:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.6676, loss: 2.6676 +2025-05-26 11:10:55,747 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 8:42:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 2.6760, loss: 2.6760 +2025-05-26 11:11:38,791 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 8:41:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.8078, loss: 2.8078 +2025-05-26 11:12:21,876 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 8:40:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.7919, loss: 2.7919 +2025-05-26 11:13:04,930 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:40:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6597, loss: 2.6597 +2025-05-26 11:13:47,996 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:39:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.6850, loss: 2.6850 +2025-05-26 11:14:30,988 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:38:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9894, loss_cls: 2.7871, loss: 2.7871 +2025-05-26 11:15:13,898 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:37:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.7225, loss: 2.7225 +2025-05-26 11:15:56,871 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:37:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.6578, loss: 2.6578 +2025-05-26 11:16:39,886 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:36:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.7923, loss: 2.7923 +2025-05-26 11:17:22,867 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:35:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7284, loss: 2.7284 +2025-05-26 11:18:06,004 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:34:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.7710, loss: 2.7710 +2025-05-26 11:18:49,087 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:33:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.7228, loss: 2.7228 +2025-05-26 11:18:52,213 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-26 11:20:08,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:20:08,961 - pyskl - INFO - +top1_acc 0.8418 +top5_acc 0.9790 +2025-05-26 11:20:09,019 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_40.pth was removed +2025-05-26 11:20:10,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2025-05-26 11:20:10,085 - pyskl - INFO - Best top1_acc is 0.8418 at 43 epoch. +2025-05-26 11:20:10,088 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8418, top5_acc: 0.9790 +2025-05-26 11:21:14,499 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:33:57, time: 0.644, data_time: 0.217, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6429, loss: 2.6429 +2025-05-26 11:21:57,227 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:33:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9906, loss_cls: 2.7139, loss: 2.7139 +2025-05-26 11:22:40,161 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:32:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.7217, loss: 2.7217 +2025-05-26 11:23:23,207 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:31:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 2.7196, loss: 2.7196 +2025-05-26 11:24:06,171 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:30:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.6301, loss: 2.6301 +2025-05-26 11:24:49,091 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:30:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 2.6988, loss: 2.6988 +2025-05-26 11:25:32,065 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:29:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 2.7763, loss: 2.7763 +2025-05-26 11:26:14,986 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:28:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.5990, loss: 2.5990 +2025-05-26 11:26:57,905 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:27:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.8445, loss: 2.8445 +2025-05-26 11:27:40,893 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:27:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.7063, loss: 2.7063 +2025-05-26 11:28:23,713 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:26:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7129, loss: 2.7129 +2025-05-26 11:29:06,539 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:25:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9775, loss_cls: 2.6965, loss: 2.6965 +2025-05-26 11:29:49,407 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:24:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.6887, loss: 2.6887 +2025-05-26 11:30:32,451 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:24:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.7435, loss: 2.7435 +2025-05-26 11:31:15,439 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:23:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.7236, loss: 2.7236 +2025-05-26 11:31:58,622 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:22:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 2.8365, loss: 2.8365 +2025-05-26 11:32:41,739 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:21:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.6916, loss: 2.6916 +2025-05-26 11:33:24,711 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:21:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.7322, loss: 2.7322 +2025-05-26 11:34:07,662 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:20:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.6900, loss: 2.6900 +2025-05-26 11:34:50,597 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:19:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.7304, loss: 2.7304 +2025-05-26 11:35:33,557 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:18:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.6883, loss: 2.6883 +2025-05-26 11:36:16,540 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:17:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.6795, loss: 2.6795 +2025-05-26 11:36:59,499 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:17:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.6119, loss: 2.6119 +2025-05-26 11:37:42,447 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 8:16:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.7033, loss: 2.7033 +2025-05-26 11:38:25,485 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 8:15:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.7699, loss: 2.7699 +2025-05-26 11:38:28,578 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-26 11:39:45,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:39:45,135 - pyskl - INFO - +top1_acc 0.8033 +top5_acc 0.9722 +2025-05-26 11:39:45,137 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8033, top5_acc: 0.9722 +2025-05-26 11:40:49,713 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 8:15:39, time: 0.646, data_time: 0.217, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.6681, loss: 2.6681 +2025-05-26 11:41:32,590 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 8:14:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.6224, loss: 2.6224 +2025-05-26 11:42:15,535 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 8:14:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.6000, loss: 2.6000 +2025-05-26 11:42:58,462 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 8:13:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.7053, loss: 2.7053 +2025-05-26 11:43:41,407 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 8:12:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.7203, loss: 2.7203 +2025-05-26 11:44:24,350 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 8:11:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.6515, loss: 2.6515 +2025-05-26 11:45:07,288 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 8:11:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.7275, loss: 2.7275 +2025-05-26 11:45:50,170 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 8:10:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.6953, loss: 2.6953 +2025-05-26 11:46:33,044 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 8:09:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.6577, loss: 2.6577 +2025-05-26 11:47:15,963 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 8:08:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.7504, loss: 2.7504 +2025-05-26 11:47:58,781 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 8:08:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.7499, loss: 2.7499 +2025-05-26 11:48:41,625 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 8:07:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.6088, loss: 2.6088 +2025-05-26 11:49:24,451 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 8:06:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 2.7299, loss: 2.7299 +2025-05-26 11:50:07,259 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 8:05:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.7887, loss: 2.7887 +2025-05-26 11:50:50,135 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 8:04:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7651, loss: 2.7651 +2025-05-26 11:51:33,077 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 8:04:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 2.6993, loss: 2.6993 +2025-05-26 11:52:16,020 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 8:03:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.6993, loss: 2.6993 +2025-05-26 11:52:58,859 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 8:02:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.7311, loss: 2.7311 +2025-05-26 11:53:41,731 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 8:01:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.8690, loss: 2.8690 +2025-05-26 11:54:24,608 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 8:01:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.7485, loss: 2.7485 +2025-05-26 11:55:07,440 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 8:00:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.7467, loss: 2.7467 +2025-05-26 11:55:50,279 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 7:59:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.5876, loss: 2.5876 +2025-05-26 11:56:33,416 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 7:58:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.6587, loss: 2.6587 +2025-05-26 11:57:16,504 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 7:58:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.6828, loss: 2.6828 +2025-05-26 11:57:59,538 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 7:57:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.5938, loss: 2.5938 +2025-05-26 11:58:02,666 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-26 12:06:50,103 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:06:50,172 - pyskl - INFO - +top1_acc 0.8374 +top5_acc 0.9761 +2025-05-26 12:06:50,175 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8374, top5_acc: 0.9761 +2025-05-26 12:07:55,744 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 7:57:22, time: 0.656, data_time: 0.228, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7302, loss: 2.7302 +2025-05-26 12:08:38,756 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 7:56:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.6529, loss: 2.6529 +2025-05-26 12:09:21,903 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 7:55:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 2.7027, loss: 2.7027 +2025-05-26 12:10:04,813 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 7:55:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6351, loss: 2.6351 +2025-05-26 12:10:47,661 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 7:54:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6493, loss: 2.6493 +2025-05-26 12:11:30,611 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 7:53:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.6008, loss: 2.6008 +2025-05-26 12:12:13,548 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 7:52:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.7951, loss: 2.7951 +2025-05-26 12:12:56,473 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 7:52:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.6624, loss: 2.6624 +2025-05-26 12:13:39,411 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 7:51:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9925, loss_cls: 2.6515, loss: 2.6515 +2025-05-26 12:14:22,313 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 7:50:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7647, loss: 2.7647 +2025-05-26 12:15:05,218 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 7:49:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.7175, loss: 2.7175 +2025-05-26 12:15:48,093 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 7:49:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.7606, loss: 2.7606 +2025-05-26 12:16:30,894 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 7:48:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9906, loss_cls: 2.6835, loss: 2.6835 +2025-05-26 12:17:13,766 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 7:47:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6645, loss: 2.6645 +2025-05-26 12:17:56,819 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 7:46:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9788, loss_cls: 2.7644, loss: 2.7644 +2025-05-26 12:18:39,833 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 7:45:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 2.5807, loss: 2.5807 +2025-05-26 12:19:22,714 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 7:45:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.6577, loss: 2.6577 +2025-05-26 12:20:05,638 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 7:44:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.7446, loss: 2.7446 +2025-05-26 12:20:48,557 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 7:43:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8282, loss: 2.8282 +2025-05-26 12:21:31,486 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 7:42:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.7302, loss: 2.7302 +2025-05-26 12:22:14,565 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 7:42:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.6063, loss: 2.6063 +2025-05-26 12:22:57,618 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 7:41:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.7413, loss: 2.7413 +2025-05-26 12:23:40,725 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:40:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 2.7458, loss: 2.7458 +2025-05-26 12:24:23,617 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:39:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.6423, loss: 2.6423 +2025-05-26 12:25:06,546 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:39:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7334, loss: 2.7334 +2025-05-26 12:25:09,731 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-26 12:26:25,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:26:26,035 - pyskl - INFO - +top1_acc 0.8507 +top5_acc 0.9798 +2025-05-26 12:26:26,088 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_43.pth was removed +2025-05-26 12:26:27,103 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-05-26 12:26:27,105 - pyskl - INFO - Best top1_acc is 0.8507 at 46 epoch. +2025-05-26 12:26:27,107 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8507, top5_acc: 0.9798 +2025-05-26 12:27:31,138 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:39:03, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 2.5678, loss: 2.5678 +2025-05-26 12:28:14,222 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:38:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 2.6159, loss: 2.6159 +2025-05-26 12:28:57,142 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:37:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.7486, loss: 2.7486 +2025-05-26 12:29:40,107 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:36:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.6677, loss: 2.6677 +2025-05-26 12:30:22,969 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:36:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.6879, loss: 2.6879 +2025-05-26 12:31:05,933 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:35:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.6949, loss: 2.6949 +2025-05-26 12:31:48,814 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:34:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.6282, loss: 2.6282 +2025-05-26 12:32:31,694 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:33:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.6241, loss: 2.6241 +2025-05-26 12:33:14,630 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:32:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.6735, loss: 2.6735 +2025-05-26 12:33:57,575 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:32:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7332, loss: 2.7332 +2025-05-26 12:34:40,591 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:31:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.7136, loss: 2.7136 +2025-05-26 12:35:23,560 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:30:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6334, loss: 2.6334 +2025-05-26 12:36:06,530 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:29:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.6353, loss: 2.6353 +2025-05-26 12:36:49,200 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:29:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.6340, loss: 2.6340 +2025-05-26 12:37:32,122 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:28:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6910, loss: 2.6910 +2025-05-26 12:38:14,983 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:27:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.7044, loss: 2.7044 +2025-05-26 12:38:57,989 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:26:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.5779, loss: 2.5779 +2025-05-26 12:39:41,016 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:26:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.6226, loss: 2.6226 +2025-05-26 12:40:24,000 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:25:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9944, loss_cls: 2.6703, loss: 2.6703 +2025-05-26 12:41:06,987 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:24:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.7677, loss: 2.7677 +2025-05-26 12:41:49,994 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:23:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.7258, loss: 2.7258 +2025-05-26 12:42:32,642 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:23:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.7397, loss: 2.7397 +2025-05-26 12:43:15,603 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:22:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.6847, loss: 2.6847 +2025-05-26 12:43:58,486 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:21:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.7569, loss: 2.7569 +2025-05-26 12:44:41,357 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:20:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.8273, loss: 2.8273 +2025-05-26 12:44:44,440 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-26 12:46:00,945 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:46:01,012 - pyskl - INFO - +top1_acc 0.8369 +top5_acc 0.9744 +2025-05-26 12:46:01,014 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8369, top5_acc: 0.9744 +2025-05-26 12:47:06,007 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:20:45, time: 0.650, data_time: 0.217, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.6852, loss: 2.6852 +2025-05-26 12:47:49,135 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:20:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7058, loss: 2.7058 +2025-05-26 12:48:32,207 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:19:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.6933, loss: 2.6933 +2025-05-26 12:49:15,214 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:18:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.5316, loss: 2.5316 +2025-05-26 12:49:58,287 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:17:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.5468, loss: 2.5468 +2025-05-26 12:50:41,319 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:16:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.5486, loss: 2.5486 +2025-05-26 12:51:24,319 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:16:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7287, loss: 2.7287 +2025-05-26 12:52:07,371 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 7:15:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.5765, loss: 2.5765 +2025-05-26 12:52:50,347 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 7:14:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6937, loss: 2.6937 +2025-05-26 12:53:33,300 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 7:13:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.7624, loss: 2.7624 +2025-05-26 12:54:16,350 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 7:13:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.6895, loss: 2.6895 +2025-05-26 12:54:59,362 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 7:12:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.6444, loss: 2.6444 +2025-05-26 12:55:42,365 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 7:11:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.6776, loss: 2.6776 +2025-05-26 12:56:25,439 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 7:10:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.6157, loss: 2.6157 +2025-05-26 12:57:08,540 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 7:10:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.7279, loss: 2.7279 +2025-05-26 12:57:51,553 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 7:09:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.6025, loss: 2.6025 +2025-05-26 12:58:34,579 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 7:08:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.6759, loss: 2.6759 +2025-05-26 12:59:17,596 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 7:07:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 2.6934, loss: 2.6934 +2025-05-26 13:00:00,421 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 7:07:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.6501, loss: 2.6501 +2025-05-26 13:00:43,284 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 7:06:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.6915, loss: 2.6915 +2025-05-26 13:01:26,335 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 7:05:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.6600, loss: 2.6600 +2025-05-26 13:02:09,489 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 7:04:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 2.6840, loss: 2.6840 +2025-05-26 13:02:52,597 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 7:04:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.7378, loss: 2.7378 +2025-05-26 13:03:35,603 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 7:03:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5838, loss: 2.5838 +2025-05-26 13:04:18,643 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 7:02:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 2.6737, loss: 2.6737 +2025-05-26 13:04:21,723 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-26 13:05:38,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:05:38,067 - pyskl - INFO - +top1_acc 0.8259 +top5_acc 0.9728 +2025-05-26 13:05:38,070 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8259, top5_acc: 0.9728 +2025-05-26 13:06:42,550 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 7:02:31, time: 0.645, data_time: 0.216, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.6591, loss: 2.6591 +2025-05-26 13:07:25,474 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 7:01:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.6594, loss: 2.6594 +2025-05-26 13:08:08,503 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 7:01:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.5925, loss: 2.5925 +2025-05-26 13:08:51,462 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 7:00:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.6008, loss: 2.6008 +2025-05-26 13:09:34,401 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 6:59:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7743, loss: 2.7743 +2025-05-26 13:10:17,498 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 6:58:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.6552, loss: 2.6552 +2025-05-26 13:11:00,578 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 6:57:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.5623, loss: 2.5623 +2025-05-26 13:11:43,571 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 6:57:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 2.6009, loss: 2.6009 +2025-05-26 13:12:26,543 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 6:56:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.6459, loss: 2.6459 +2025-05-26 13:13:09,433 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 6:55:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.6582, loss: 2.6582 +2025-05-26 13:13:52,449 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 6:54:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.5909, loss: 2.5909 +2025-05-26 13:14:35,412 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 6:54:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.6480, loss: 2.6480 +2025-05-26 13:15:18,432 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 6:53:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5746, loss: 2.5746 +2025-05-26 13:16:01,433 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 6:52:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 2.7170, loss: 2.7170 +2025-05-26 13:16:44,609 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 6:51:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8357, loss: 2.8357 +2025-05-26 13:17:27,858 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 6:51:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.8016, loss: 2.8016 +2025-05-26 13:18:10,924 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 6:50:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.7158, loss: 2.7158 +2025-05-26 13:18:54,031 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 6:49:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.6959, loss: 2.6959 +2025-05-26 13:19:37,082 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 6:48:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.6429, loss: 2.6429 +2025-05-26 13:20:20,106 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 6:48:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.5488, loss: 2.5488 +2025-05-26 13:21:03,231 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 6:47:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.7144, loss: 2.7144 +2025-05-26 13:21:46,385 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 6:46:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.7361, loss: 2.7361 +2025-05-26 13:22:29,396 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 6:45:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.6261, loss: 2.6261 +2025-05-26 13:23:12,403 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 6:45:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.6827, loss: 2.6827 +2025-05-26 13:23:55,374 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 6:44:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.5796, loss: 2.5796 +2025-05-26 13:23:58,483 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-26 13:25:14,966 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:25:15,034 - pyskl - INFO - +top1_acc 0.8456 +top5_acc 0.9752 +2025-05-26 13:25:15,036 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8456, top5_acc: 0.9752 +2025-05-26 13:26:19,755 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 6:44:18, time: 0.647, data_time: 0.218, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.5529, loss: 2.5529 +2025-05-26 13:27:02,765 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 6:43:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5625, loss: 2.5625 +2025-05-26 13:27:45,735 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 6:42:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.6186, loss: 2.6186 +2025-05-26 13:28:28,798 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 6:42:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.6468, loss: 2.6468 +2025-05-26 13:29:11,836 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:41:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9944, loss_cls: 2.5370, loss: 2.5370 +2025-05-26 13:29:54,899 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:40:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.5698, loss: 2.5698 +2025-05-26 13:30:37,887 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:39:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.5897, loss: 2.5897 +2025-05-26 13:31:20,761 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:39:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.7085, loss: 2.7085 +2025-05-26 13:32:03,720 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:38:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.6336, loss: 2.6336 +2025-05-26 13:32:46,576 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:37:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 2.7131, loss: 2.7131 +2025-05-26 13:33:29,597 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:36:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.6674, loss: 2.6674 +2025-05-26 13:34:12,356 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:36:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.4690, loss: 2.4690 +2025-05-26 13:34:55,248 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:35:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.7378, loss: 2.7378 +2025-05-26 13:35:38,148 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:34:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.6345, loss: 2.6345 +2025-05-26 13:36:21,114 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:33:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.6165, loss: 2.6165 +2025-05-26 13:37:04,296 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:32:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 2.5897, loss: 2.5897 +2025-05-26 13:37:47,514 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:32:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.5694, loss: 2.5694 +2025-05-26 13:38:30,633 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:31:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.7103, loss: 2.7103 +2025-05-26 13:39:13,740 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:30:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.7015, loss: 2.7015 +2025-05-26 13:39:56,795 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:29:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.6221, loss: 2.6221 +2025-05-26 13:40:39,957 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:29:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.7215, loss: 2.7215 +2025-05-26 13:41:23,034 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:28:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.7270, loss: 2.7270 +2025-05-26 13:42:06,013 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:27:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.7582, loss: 2.7582 +2025-05-26 13:42:49,132 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:26:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.7220, loss: 2.7220 +2025-05-26 13:43:32,547 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:26:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.5612, loss: 2.5612 +2025-05-26 13:43:35,647 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-26 13:51:59,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:51:59,934 - pyskl - INFO - +top1_acc 0.8439 +top5_acc 0.9746 +2025-05-26 13:51:59,937 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8439, top5_acc: 0.9746 +2025-05-26 13:53:04,021 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:26:04, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 2.5807, loss: 2.5807 +2025-05-26 13:53:46,957 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:25:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 2.5653, loss: 2.5653 +2025-05-26 13:54:30,023 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:24:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.4531, loss: 2.4531 +2025-05-26 13:55:13,245 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:23:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5300, loss: 2.5300 +2025-05-26 13:55:56,380 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:23:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.5712, loss: 2.5712 +2025-05-26 13:56:39,560 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:22:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.5951, loss: 2.5951 +2025-05-26 13:57:22,626 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:21:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.6326, loss: 2.6326 +2025-05-26 13:58:05,590 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:20:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.5168, loss: 2.5168 +2025-05-26 13:58:48,478 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:20:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.6257, loss: 2.6257 +2025-05-26 13:59:31,361 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:19:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.7118, loss: 2.7118 +2025-05-26 14:00:14,375 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:18:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.6969, loss: 2.6969 +2025-05-26 14:00:57,248 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:17:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 2.5319, loss: 2.5319 +2025-05-26 14:01:40,179 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:17:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.5645, loss: 2.5645 +2025-05-26 14:02:23,054 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:16:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.5299, loss: 2.5299 +2025-05-26 14:03:06,007 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 6:15:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.6472, loss: 2.6472 +2025-05-26 14:03:48,861 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 6:14:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.6599, loss: 2.6599 +2025-05-26 14:04:31,820 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 6:14:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.6934, loss: 2.6934 +2025-05-26 14:05:14,869 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 6:13:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.7076, loss: 2.7076 +2025-05-26 14:05:57,851 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 6:12:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.5771, loss: 2.5771 +2025-05-26 14:06:40,785 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 6:11:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.6979, loss: 2.6979 +2025-05-26 14:07:23,799 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 6:11:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.5922, loss: 2.5922 +2025-05-26 14:08:06,776 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 6:10:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.7131, loss: 2.7131 +2025-05-26 14:08:49,715 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 6:09:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6642, loss: 2.6642 +2025-05-26 14:09:32,643 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 6:08:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.7128, loss: 2.7128 +2025-05-26 14:10:15,602 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 6:07:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.5474, loss: 2.5474 +2025-05-26 14:10:18,708 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-26 14:11:34,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:11:34,970 - pyskl - INFO - +top1_acc 0.8527 +top5_acc 0.9816 +2025-05-26 14:11:35,026 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_46.pth was removed +2025-05-26 14:11:36,093 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2025-05-26 14:11:36,094 - pyskl - INFO - Best top1_acc is 0.8527 at 51 epoch. +2025-05-26 14:11:36,096 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8527, top5_acc: 0.9816 +2025-05-26 14:12:40,376 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 6:07:47, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.6576, loss: 2.6576 +2025-05-26 14:13:23,279 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 6:07:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.5490, loss: 2.5490 +2025-05-26 14:14:06,417 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 6:06:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.4611, loss: 2.4611 +2025-05-26 14:14:49,443 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 6:05:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.5516, loss: 2.5516 +2025-05-26 14:15:32,408 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 6:04:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 2.5541, loss: 2.5541 +2025-05-26 14:16:15,365 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 6:04:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5717, loss: 2.5717 +2025-05-26 14:16:58,405 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 6:03:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6265, loss: 2.6265 +2025-05-26 14:17:41,330 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 6:02:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6350, loss: 2.6350 +2025-05-26 14:18:24,291 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 6:01:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.6159, loss: 2.6159 +2025-05-26 14:19:07,256 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 6:01:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.5975, loss: 2.5975 +2025-05-26 14:19:50,258 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 6:00:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5967, loss: 2.5967 +2025-05-26 14:20:33,371 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 5:59:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.6418, loss: 2.6418 +2025-05-26 14:21:16,610 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 5:58:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.5904, loss: 2.5904 +2025-05-26 14:21:59,564 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 5:58:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.6105, loss: 2.6105 +2025-05-26 14:22:42,426 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 5:57:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.5319, loss: 2.5319 +2025-05-26 14:23:25,429 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 5:56:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.6363, loss: 2.6363 +2025-05-26 14:24:08,478 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 5:55:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.6948, loss: 2.6948 +2025-05-26 14:24:51,572 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 5:55:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 2.6824, loss: 2.6824 +2025-05-26 14:25:34,566 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 5:54:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.5549, loss: 2.5549 +2025-05-26 14:26:17,486 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 5:53:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.6607, loss: 2.6607 +2025-05-26 14:27:00,503 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 5:52:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.4942, loss: 2.4942 +2025-05-26 14:27:43,454 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 5:51:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.6693, loss: 2.6693 +2025-05-26 14:28:26,347 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 5:51:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.7722, loss: 2.7722 +2025-05-26 14:29:09,239 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 5:50:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 2.5570, loss: 2.5570 +2025-05-26 14:29:52,147 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 5:49:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.6027, loss: 2.6027 +2025-05-26 14:29:55,223 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-26 14:31:11,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:31:11,964 - pyskl - INFO - +top1_acc 0.8453 +top5_acc 0.9782 +2025-05-26 14:31:11,966 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8453, top5_acc: 0.9782 +2025-05-26 14:32:17,029 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 5:49:32, time: 0.651, data_time: 0.219, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6745, loss: 2.6745 +2025-05-26 14:33:00,187 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 5:48:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.5057, loss: 2.5057 +2025-05-26 14:33:43,416 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 5:48:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.6110, loss: 2.6110 +2025-05-26 14:34:26,528 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 5:47:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.6732, loss: 2.6732 +2025-05-26 14:35:09,489 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 5:46:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.5289, loss: 2.5289 +2025-05-26 14:35:52,364 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 5:45:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.5690, loss: 2.5690 +2025-05-26 14:36:35,346 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 5:45:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9806, loss_cls: 2.5178, loss: 2.5178 +2025-05-26 14:37:18,339 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 5:44:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.5750, loss: 2.5750 +2025-05-26 14:38:01,267 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 5:43:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.5054, loss: 2.5054 +2025-05-26 14:38:44,131 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 5:42:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.5540, loss: 2.5540 +2025-05-26 14:39:26,992 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:42:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.6401, loss: 2.6401 +2025-05-26 14:40:09,787 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:41:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.6045, loss: 2.6045 +2025-05-26 14:40:52,695 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:40:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 2.5182, loss: 2.5182 +2025-05-26 14:41:35,603 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:39:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5860, loss: 2.5860 +2025-05-26 14:42:18,485 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:39:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.5747, loss: 2.5747 +2025-05-26 14:43:01,310 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:38:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.6626, loss: 2.6626 +2025-05-26 14:43:44,321 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:37:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.7222, loss: 2.7222 +2025-05-26 14:44:27,339 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:36:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.5496, loss: 2.5496 +2025-05-26 14:45:10,478 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:36:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.5195, loss: 2.5195 +2025-05-26 14:45:53,497 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:35:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6199, loss: 2.6199 +2025-05-26 14:46:36,459 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:34:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.6649, loss: 2.6649 +2025-05-26 14:47:19,418 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:33:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 2.6844, loss: 2.6844 +2025-05-26 14:48:02,326 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:32:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.6792, loss: 2.6792 +2025-05-26 14:48:45,028 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:32:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.6023, loss: 2.6023 +2025-05-26 14:49:27,931 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:31:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.5619, loss: 2.5619 +2025-05-26 14:49:31,055 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-26 14:50:47,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:50:47,668 - pyskl - INFO - +top1_acc 0.8346 +top5_acc 0.9745 +2025-05-26 14:50:47,671 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8346, top5_acc: 0.9745 +2025-05-26 14:51:52,186 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:31:15, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.5098, loss: 2.5098 +2025-05-26 14:52:35,243 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:30:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.5125, loss: 2.5125 +2025-05-26 14:53:18,446 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:29:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.5026, loss: 2.5026 +2025-05-26 14:54:01,530 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:29:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.5545, loss: 2.5545 +2025-05-26 14:54:44,642 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:28:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 2.6218, loss: 2.6218 +2025-05-26 14:55:27,679 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:27:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.6168, loss: 2.6168 +2025-05-26 14:56:10,630 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:26:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.5308, loss: 2.5308 +2025-05-26 14:56:53,592 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:26:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.6083, loss: 2.6083 +2025-05-26 14:57:36,470 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:25:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.6262, loss: 2.6262 +2025-05-26 14:58:19,430 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:24:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.5170, loss: 2.5170 +2025-05-26 14:59:02,406 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:23:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.6141, loss: 2.6141 +2025-05-26 14:59:45,433 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:23:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.6662, loss: 2.6662 +2025-05-26 15:00:28,455 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:22:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.6211, loss: 2.6211 +2025-05-26 15:01:11,486 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:21:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.6600, loss: 2.6600 +2025-05-26 15:01:54,459 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:20:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.6376, loss: 2.6376 +2025-05-26 15:02:37,413 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:20:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.5149, loss: 2.5149 +2025-05-26 15:03:20,598 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:19:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.6371, loss: 2.6371 +2025-05-26 15:04:03,570 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:18:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.6210, loss: 2.6210 +2025-05-26 15:04:46,589 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:17:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.4750, loss: 2.4750 +2025-05-26 15:05:29,724 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:17:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.6143, loss: 2.6143 +2025-05-26 15:06:12,847 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:16:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.6737, loss: 2.6737 +2025-05-26 15:06:55,870 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:15:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.6715, loss: 2.6715 +2025-05-26 15:07:38,870 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 5:14:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.5880, loss: 2.5880 +2025-05-26 15:08:21,902 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 5:14:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.6112, loss: 2.6112 +2025-05-26 15:09:04,906 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 5:13:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.5685, loss: 2.5685 +2025-05-26 15:09:07,958 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-26 15:10:24,333 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:10:24,400 - pyskl - INFO - +top1_acc 0.8362 +top5_acc 0.9755 +2025-05-26 15:10:24,402 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8362, top5_acc: 0.9755 +2025-05-26 15:11:28,837 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 5:13:01, time: 0.644, data_time: 0.216, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.5788, loss: 2.5788 +2025-05-26 15:12:11,842 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 5:12:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.4687, loss: 2.4687 +2025-05-26 15:12:54,879 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 5:11:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.4755, loss: 2.4755 +2025-05-26 15:13:37,756 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 5:10:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.5052, loss: 2.5052 +2025-05-26 15:14:20,710 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 5:10:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.5444, loss: 2.5444 +2025-05-26 15:15:03,694 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 5:09:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.5588, loss: 2.5588 +2025-05-26 15:15:46,495 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 5:08:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.5645, loss: 2.5645 +2025-05-26 15:16:29,332 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 5:07:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.5831, loss: 2.5831 +2025-05-26 15:17:12,254 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 5:07:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.5901, loss: 2.5901 +2025-05-26 15:17:55,130 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 5:06:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.5442, loss: 2.5442 +2025-05-26 15:18:38,060 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 5:05:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.6046, loss: 2.6046 +2025-05-26 15:19:20,983 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 5:04:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9812, loss_cls: 2.5990, loss: 2.5990 +2025-05-26 15:20:03,865 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 5:03:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4620, loss: 2.4620 +2025-05-26 15:20:46,736 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 5:03:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.5806, loss: 2.5806 +2025-05-26 15:21:29,639 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 5:02:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.5668, loss: 2.5668 +2025-05-26 15:22:12,555 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 5:01:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 2.6388, loss: 2.6388 +2025-05-26 15:22:55,569 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 5:00:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.6891, loss: 2.6891 +2025-05-26 15:23:38,591 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 5:00:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.6170, loss: 2.6170 +2025-05-26 15:24:21,732 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 4:59:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6313, loss: 2.6313 +2025-05-26 15:25:04,922 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 4:58:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.6358, loss: 2.6358 +2025-05-26 15:25:48,029 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 4:57:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.5847, loss: 2.5847 +2025-05-26 15:26:30,992 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 4:57:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9900, loss_cls: 2.6880, loss: 2.6880 +2025-05-26 15:27:14,166 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 4:56:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.6854, loss: 2.6854 +2025-05-26 15:27:57,210 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 4:55:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.6236, loss: 2.6236 +2025-05-26 15:28:40,243 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 4:55:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.6203, loss: 2.6203 +2025-05-26 15:28:43,517 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-26 15:37:36,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:37:36,917 - pyskl - INFO - +top1_acc 0.8462 +top5_acc 0.9797 +2025-05-26 15:37:36,920 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8462, top5_acc: 0.9797 +2025-05-26 15:38:40,923 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 4:54:44, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.5927, loss: 2.5927 +2025-05-26 15:39:23,818 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 4:53:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.5686, loss: 2.5686 +2025-05-26 15:40:06,722 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 4:53:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 2.5462, loss: 2.5462 +2025-05-26 15:40:49,709 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 4:52:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9844, loss_cls: 2.5224, loss: 2.5224 +2025-05-26 15:41:32,655 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 4:51:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5371, loss: 2.5371 +2025-05-26 15:42:15,631 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 4:50:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.5588, loss: 2.5588 +2025-05-26 15:42:58,626 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 4:50:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.6380, loss: 2.6380 +2025-05-26 15:43:41,594 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 4:49:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.5374, loss: 2.5374 +2025-05-26 15:44:24,530 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 4:48:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.6008, loss: 2.6008 +2025-05-26 15:45:07,571 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 4:47:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.6658, loss: 2.6658 +2025-05-26 15:45:50,613 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 4:47:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.7233, loss: 2.7233 +2025-05-26 15:46:33,657 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 4:46:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.5613, loss: 2.5613 +2025-05-26 15:47:16,686 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 4:45:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.5827, loss: 2.5827 +2025-05-26 15:47:59,603 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 4:44:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.5818, loss: 2.5818 +2025-05-26 15:48:42,606 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 4:44:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.5080, loss: 2.5080 +2025-05-26 15:49:25,614 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 4:43:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.4464, loss: 2.4464 +2025-05-26 15:50:08,597 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:42:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.5347, loss: 2.5347 +2025-05-26 15:50:51,659 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:41:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9831, loss_cls: 2.5949, loss: 2.5949 +2025-05-26 15:51:34,797 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:41:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6822, loss: 2.6822 +2025-05-26 15:52:17,829 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:40:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5493, loss: 2.5493 +2025-05-26 15:53:00,881 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:39:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5568, loss: 2.5568 +2025-05-26 15:53:44,013 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:38:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.5975, loss: 2.5975 +2025-05-26 15:54:27,104 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:38:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.5987, loss: 2.5987 +2025-05-26 15:55:10,290 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:37:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 2.5735, loss: 2.5735 +2025-05-26 15:55:53,344 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:36:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.5149, loss: 2.5149 +2025-05-26 15:55:56,410 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-26 15:57:12,985 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:57:13,052 - pyskl - INFO - +top1_acc 0.8664 +top5_acc 0.9737 +2025-05-26 15:57:13,105 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_51.pth was removed +2025-05-26 15:57:14,127 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. +2025-05-26 15:57:14,128 - pyskl - INFO - Best top1_acc is 0.8664 at 56 epoch. +2025-05-26 15:57:14,130 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8664, top5_acc: 0.9737 +2025-05-26 15:58:18,437 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:36:29, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.4183, loss: 2.4183 +2025-05-26 15:59:01,471 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:35:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.5728, loss: 2.5728 +2025-05-26 15:59:44,374 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:34:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.6571, loss: 2.6571 +2025-05-26 16:00:27,483 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:34:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4903, loss: 2.4903 +2025-05-26 16:01:10,590 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:33:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.5599, loss: 2.5599 +2025-05-26 16:01:53,640 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:32:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.5252, loss: 2.5252 +2025-05-26 16:02:36,627 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:31:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.5462, loss: 2.5462 +2025-05-26 16:03:19,627 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:31:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.4782, loss: 2.4782 +2025-05-26 16:04:02,694 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:30:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.3766, loss: 2.3766 +2025-05-26 16:04:45,723 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:29:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4798, loss: 2.4798 +2025-05-26 16:05:28,677 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:28:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.6484, loss: 2.6484 +2025-05-26 16:06:11,679 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:28:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.5845, loss: 2.5845 +2025-05-26 16:06:54,736 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:27:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.6148, loss: 2.6148 +2025-05-26 16:07:37,874 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:26:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.6505, loss: 2.6505 +2025-05-26 16:08:20,864 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:26:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6109, loss: 2.6109 +2025-05-26 16:09:03,867 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:25:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.5103, loss: 2.5103 +2025-05-26 16:09:46,974 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:24:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.5648, loss: 2.5648 +2025-05-26 16:10:30,173 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:23:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.5703, loss: 2.5703 +2025-05-26 16:11:13,465 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:23:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.6021, loss: 2.6021 +2025-05-26 16:11:56,553 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:22:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.3964, loss: 2.3964 +2025-05-26 16:12:39,455 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:21:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.4134, loss: 2.4134 +2025-05-26 16:13:22,491 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:20:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.5000, loss: 2.5000 +2025-05-26 16:14:05,624 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:20:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5563, loss: 2.5563 +2025-05-26 16:14:48,577 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:19:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.6017, loss: 2.6017 +2025-05-26 16:15:31,715 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:18:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.5355, loss: 2.5355 +2025-05-26 16:15:34,841 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-26 16:16:51,249 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:16:51,315 - pyskl - INFO - +top1_acc 0.8461 +top5_acc 0.9789 +2025-05-26 16:16:51,317 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8461, top5_acc: 0.9789 +2025-05-26 16:17:55,287 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:18:14, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4603, loss: 2.4603 +2025-05-26 16:18:38,183 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:17:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.5137, loss: 2.5137 +2025-05-26 16:19:21,221 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:16:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5610, loss: 2.5610 +2025-05-26 16:20:04,161 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:15:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.5104, loss: 2.5104 +2025-05-26 16:20:47,157 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:15:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.5281, loss: 2.5281 +2025-05-26 16:21:30,137 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 4:14:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.6033, loss: 2.6033 +2025-05-26 16:22:12,994 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 4:13:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.5309, loss: 2.5309 +2025-05-26 16:22:55,799 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 4:12:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9812, loss_cls: 2.5656, loss: 2.5656 +2025-05-26 16:23:38,574 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 4:12:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.4742, loss: 2.4742 +2025-05-26 16:24:21,450 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 4:11:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.4842, loss: 2.4842 +2025-05-26 16:25:04,235 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 4:10:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5447, loss: 2.5447 +2025-05-26 16:25:47,045 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 4:09:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.4901, loss: 2.4901 +2025-05-26 16:26:29,878 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 4:09:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 2.4107, loss: 2.4107 +2025-05-26 16:27:12,693 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 4:08:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.4883, loss: 2.4883 +2025-05-26 16:27:55,497 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 4:07:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.5926, loss: 2.5926 +2025-05-26 16:28:38,293 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 4:06:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.6941, loss: 2.6941 +2025-05-26 16:29:21,095 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 4:06:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.5925, loss: 2.5925 +2025-05-26 16:30:04,131 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 4:05:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.5063, loss: 2.5063 +2025-05-26 16:30:47,414 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 4:04:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.5927, loss: 2.5927 +2025-05-26 16:31:30,444 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 4:03:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.5006, loss: 2.5006 +2025-05-26 16:32:13,351 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 4:03:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.4263, loss: 2.4263 +2025-05-26 16:32:56,247 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 4:02:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.4861, loss: 2.4861 +2025-05-26 16:33:39,263 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 4:01:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.5522, loss: 2.5522 +2025-05-26 16:34:22,194 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 4:00:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.5286, loss: 2.5286 +2025-05-26 16:35:05,118 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 4:00:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6719, loss: 2.6719 +2025-05-26 16:35:08,272 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-26 16:36:24,812 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:36:24,879 - pyskl - INFO - +top1_acc 0.8438 +top5_acc 0.9768 +2025-05-26 16:36:24,882 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8438, top5_acc: 0.9768 +2025-05-26 16:37:29,046 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 3:59:55, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.4423, loss: 2.4423 +2025-05-26 16:38:12,011 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 3:59:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.4931, loss: 2.4931 +2025-05-26 16:38:54,958 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 3:58:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.3909, loss: 2.3909 +2025-05-26 16:39:37,914 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 3:57:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5669, loss: 2.5669 +2025-05-26 16:40:20,870 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 3:56:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9925, loss_cls: 2.4670, loss: 2.4670 +2025-05-26 16:41:03,763 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 3:56:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.6045, loss: 2.6045 +2025-05-26 16:41:46,697 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 3:55:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.4791, loss: 2.4791 +2025-05-26 16:42:29,615 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 3:54:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.5168, loss: 2.5168 +2025-05-26 16:43:12,483 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 3:53:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 2.6152, loss: 2.6152 +2025-05-26 16:43:55,355 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 3:53:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.5430, loss: 2.5430 +2025-05-26 16:44:38,311 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 3:52:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 2.5019, loss: 2.5019 +2025-05-26 16:45:21,250 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 3:51:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.5758, loss: 2.5758 +2025-05-26 16:46:04,197 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 3:50:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.5574, loss: 2.5574 +2025-05-26 16:46:47,125 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 3:50:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.4963, loss: 2.4963 +2025-05-26 16:47:30,060 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 3:49:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4627, loss: 2.4627 +2025-05-26 16:48:13,033 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 3:48:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4904, loss: 2.4904 +2025-05-26 16:48:55,905 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 3:47:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.4857, loss: 2.4857 +2025-05-26 16:49:38,973 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 3:47:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 2.5466, loss: 2.5466 +2025-05-26 16:50:22,088 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 3:46:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.5362, loss: 2.5362 +2025-05-26 16:51:05,139 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 3:45:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.6384, loss: 2.6384 +2025-05-26 16:51:48,154 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 3:44:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.6639, loss: 2.6639 +2025-05-26 16:52:31,003 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 3:44:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.5478, loss: 2.5478 +2025-05-26 16:53:13,973 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:43:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.4618, loss: 2.4618 +2025-05-26 16:53:56,919 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:42:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5487, loss: 2.5487 +2025-05-26 16:54:39,921 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:41:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.5682, loss: 2.5682 +2025-05-26 16:54:43,039 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-26 16:55:59,745 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:55:59,813 - pyskl - INFO - +top1_acc 0.8489 +top5_acc 0.9745 +2025-05-26 16:55:59,816 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8489, top5_acc: 0.9745 +2025-05-26 16:57:04,355 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:41:38, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.5336, loss: 2.5336 +2025-05-26 16:57:47,315 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:40:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 2.5798, loss: 2.5798 +2025-05-26 16:58:30,384 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:40:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.4827, loss: 2.4827 +2025-05-26 16:59:13,500 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:39:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.5268, loss: 2.5268 +2025-05-26 16:59:56,565 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:38:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 2.4012, loss: 2.4012 +2025-05-26 17:00:39,471 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:37:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.5096, loss: 2.5096 +2025-05-26 17:01:22,409 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:37:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.4443, loss: 2.4443 +2025-05-26 17:02:05,333 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:36:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.4742, loss: 2.4742 +2025-05-26 17:02:48,280 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:35:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.3895, loss: 2.3895 +2025-05-26 17:03:31,244 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:34:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 2.5437, loss: 2.5437 +2025-05-26 17:04:14,127 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:34:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.4965, loss: 2.4965 +2025-05-26 17:04:56,926 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:33:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 2.4293, loss: 2.4293 +2025-05-26 17:05:39,731 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:32:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.6028, loss: 2.6028 +2025-05-26 17:06:22,386 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:31:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9856, loss_cls: 2.3974, loss: 2.3974 +2025-05-26 17:07:05,311 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:31:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.4269, loss: 2.4269 +2025-05-26 17:07:48,233 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:30:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.5710, loss: 2.5710 +2025-05-26 17:08:31,105 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:29:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5988, loss: 2.5988 +2025-05-26 17:09:14,104 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:28:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5750, loss: 2.5750 +2025-05-26 17:09:57,233 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:28:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.5410, loss: 2.5410 +2025-05-26 17:10:40,500 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:27:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.6478, loss: 2.6478 +2025-05-26 17:11:23,776 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:26:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5328, loss: 2.5328 +2025-05-26 17:12:06,878 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:25:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.5515, loss: 2.5515 +2025-05-26 17:12:49,865 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:25:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.5687, loss: 2.5687 +2025-05-26 17:13:32,845 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:24:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.6038, loss: 2.6038 +2025-05-26 17:14:15,759 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:23:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.5563, loss: 2.5563 +2025-05-26 17:14:18,913 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-26 17:23:08,298 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:23:08,365 - pyskl - INFO - +top1_acc 0.8361 +top5_acc 0.9779 +2025-05-26 17:23:08,368 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8361, top5_acc: 0.9779 +2025-05-26 17:24:11,918 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:23:20, time: 0.635, data_time: 0.208, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 2.5380, loss: 2.5380 +2025-05-26 17:24:54,764 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:22:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.3893, loss: 2.3893 +2025-05-26 17:25:37,512 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:21:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 2.4758, loss: 2.4758 +2025-05-26 17:26:20,362 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:21:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.4053, loss: 2.4053 +2025-05-26 17:27:03,243 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:20:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.4131, loss: 2.4131 +2025-05-26 17:27:46,300 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:19:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.5160, loss: 2.5160 +2025-05-26 17:28:29,299 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:18:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.4481, loss: 2.4481 +2025-05-26 17:29:12,352 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:18:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.5260, loss: 2.5260 +2025-05-26 17:29:55,228 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:17:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.4567, loss: 2.4567 +2025-05-26 17:30:38,193 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:16:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3657, loss: 2.3657 +2025-05-26 17:31:21,070 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:15:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.5072, loss: 2.5072 +2025-05-26 17:32:03,927 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:15:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.5062, loss: 2.5062 +2025-05-26 17:32:46,803 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:14:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5429, loss: 2.5429 +2025-05-26 17:33:29,870 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 3:13:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.4894, loss: 2.4894 +2025-05-26 17:34:12,917 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 3:12:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.5277, loss: 2.5277 +2025-05-26 17:34:55,971 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 3:12:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.4530, loss: 2.4530 +2025-05-26 17:35:38,931 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 3:11:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9938, loss_cls: 2.4889, loss: 2.4889 +2025-05-26 17:36:21,925 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 3:10:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.5504, loss: 2.5504 +2025-05-26 17:37:04,876 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 3:09:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.5914, loss: 2.5914 +2025-05-26 17:37:47,982 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 3:09:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.5586, loss: 2.5586 +2025-05-26 17:38:30,974 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 3:08:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.5503, loss: 2.5503 +2025-05-26 17:39:14,039 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 3:07:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.4475, loss: 2.4475 +2025-05-26 17:39:57,062 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 3:06:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.4908, loss: 2.4908 +2025-05-26 17:40:40,050 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 3:06:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9938, loss_cls: 2.4925, loss: 2.4925 +2025-05-26 17:41:22,951 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 3:05:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.5436, loss: 2.5436 +2025-05-26 17:41:26,035 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-26 17:42:42,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:42:42,598 - pyskl - INFO - +top1_acc 0.8201 +top5_acc 0.9771 +2025-05-26 17:42:42,601 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8201, top5_acc: 0.9771 +2025-05-26 17:43:46,899 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 3:05:03, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.4726, loss: 2.4726 +2025-05-26 17:44:29,884 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 3:04:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.4288, loss: 2.4288 +2025-05-26 17:45:13,001 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 3:03:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.3498, loss: 2.3498 +2025-05-26 17:45:56,247 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 3:02:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.4306, loss: 2.4306 +2025-05-26 17:46:39,579 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 3:02:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.3113, loss: 2.3113 +2025-05-26 17:47:22,951 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 3:01:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9819, loss_cls: 2.4585, loss: 2.4585 +2025-05-26 17:48:06,150 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 3:00:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.4315, loss: 2.4315 +2025-05-26 17:48:49,309 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 2:59:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.3847, loss: 2.3847 +2025-05-26 17:49:32,364 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 2:59:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.3633, loss: 2.3633 +2025-05-26 17:50:15,462 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 2:58:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.5155, loss: 2.5155 +2025-05-26 17:50:58,586 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 2:57:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.4778, loss: 2.4778 +2025-05-26 17:51:41,612 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 2:56:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.5259, loss: 2.5259 +2025-05-26 17:52:24,617 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 2:56:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.3999, loss: 2.3999 +2025-05-26 17:53:07,597 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 2:55:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.4815, loss: 2.4815 +2025-05-26 17:53:50,661 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 2:54:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.4940, loss: 2.4940 +2025-05-26 17:54:33,748 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 2:53:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.4960, loss: 2.4960 +2025-05-26 17:55:16,842 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 2:53:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.4632, loss: 2.4632 +2025-05-26 17:55:59,951 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 2:52:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.4573, loss: 2.4573 +2025-05-26 17:56:43,310 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 2:51:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.5807, loss: 2.5807 +2025-05-26 17:57:26,600 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 2:50:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 2.5224, loss: 2.5224 +2025-05-26 17:58:09,794 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 2:50:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.5657, loss: 2.5657 +2025-05-26 17:58:52,909 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 2:49:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.5803, loss: 2.5803 +2025-05-26 17:59:35,922 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 2:48:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5517, loss: 2.5517 +2025-05-26 18:00:18,901 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 2:47:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.5161, loss: 2.5161 +2025-05-26 18:01:01,928 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 2:47:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5602, loss: 2.5602 +2025-05-26 18:01:05,028 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-26 18:02:21,593 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:02:21,660 - pyskl - INFO - +top1_acc 0.8503 +top5_acc 0.9795 +2025-05-26 18:02:21,663 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8503, top5_acc: 0.9795 +2025-05-26 18:03:25,856 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 2:46:51, time: 0.642, data_time: 0.217, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.4389, loss: 2.4389 +2025-05-26 18:04:08,728 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 2:46:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.3693, loss: 2.3693 +2025-05-26 18:04:51,602 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 2:45:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.4847, loss: 2.4847 +2025-05-26 18:05:34,504 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 2:44:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.4950, loss: 2.4950 +2025-05-26 18:06:17,491 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:43:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.3930, loss: 2.3930 +2025-05-26 18:07:00,473 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:43:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.4994, loss: 2.4994 +2025-05-26 18:07:43,408 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:42:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9838, loss_cls: 2.5328, loss: 2.5328 +2025-05-26 18:08:26,214 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:41:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.5254, loss: 2.5254 +2025-05-26 18:09:09,010 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:40:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.5009, loss: 2.5009 +2025-05-26 18:09:51,879 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:40:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.4784, loss: 2.4784 +2025-05-26 18:10:34,844 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:39:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.5058, loss: 2.5058 +2025-05-26 18:11:17,950 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:38:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 2.4608, loss: 2.4608 +2025-05-26 18:12:00,980 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:37:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4234, loss: 2.4234 +2025-05-26 18:12:43,899 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:37:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.3946, loss: 2.3946 +2025-05-26 18:13:26,835 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:36:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.4181, loss: 2.4181 +2025-05-26 18:14:09,700 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:35:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.4760, loss: 2.4760 +2025-05-26 18:14:52,648 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:34:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.4314, loss: 2.4314 +2025-05-26 18:15:35,609 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:34:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.4487, loss: 2.4487 +2025-05-26 18:16:18,303 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:33:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.4062, loss: 2.4062 +2025-05-26 18:17:01,408 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:32:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.5031, loss: 2.5031 +2025-05-26 18:17:44,204 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:31:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 2.4537, loss: 2.4537 +2025-05-26 18:18:27,135 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:31:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.4499, loss: 2.4499 +2025-05-26 18:19:09,985 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:30:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.4227, loss: 2.4227 +2025-05-26 18:19:52,762 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:29:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.4326, loss: 2.4326 +2025-05-26 18:20:35,750 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:28:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.4904, loss: 2.4904 +2025-05-26 18:20:38,856 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-26 18:21:55,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:21:55,604 - pyskl - INFO - +top1_acc 0.8632 +top5_acc 0.9822 +2025-05-26 18:21:55,607 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8632, top5_acc: 0.9822 +2025-05-26 18:23:00,211 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:28:33, time: 0.646, data_time: 0.218, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4648, loss: 2.4648 +2025-05-26 18:23:43,077 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:27:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.4049, loss: 2.4049 +2025-05-26 18:24:25,885 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:27:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.3361, loss: 2.3361 +2025-05-26 18:25:08,772 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:26:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.4067, loss: 2.4067 +2025-05-26 18:25:51,962 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:25:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.4344, loss: 2.4344 +2025-05-26 18:26:35,103 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:24:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.4451, loss: 2.4451 +2025-05-26 18:27:18,031 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:24:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.3663, loss: 2.3663 +2025-05-26 18:28:01,085 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:23:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.4751, loss: 2.4751 +2025-05-26 18:28:43,964 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:22:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.4582, loss: 2.4582 +2025-05-26 18:29:26,611 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:21:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.4248, loss: 2.4248 +2025-05-26 18:30:09,234 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:21:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 2.4071, loss: 2.4071 +2025-05-26 18:30:52,169 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:20:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.3657, loss: 2.3657 +2025-05-26 18:31:35,088 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:19:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.5376, loss: 2.5376 +2025-05-26 18:32:17,904 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:18:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.5652, loss: 2.5652 +2025-05-26 18:33:00,755 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:18:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.5532, loss: 2.5532 +2025-05-26 18:33:43,563 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:17:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.4349, loss: 2.4349 +2025-05-26 18:34:26,280 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:16:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 2.5063, loss: 2.5063 +2025-05-26 18:35:09,069 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:15:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.4959, loss: 2.4959 +2025-05-26 18:35:52,062 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:15:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.4934, loss: 2.4934 +2025-05-26 18:36:35,077 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:14:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.4560, loss: 2.4560 +2025-05-26 18:37:18,009 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 2:13:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4548, loss: 2.4548 +2025-05-26 18:38:00,855 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 2:12:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.3847, loss: 2.3847 +2025-05-26 18:38:43,718 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 2:12:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.4243, loss: 2.4243 +2025-05-26 18:39:26,585 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 2:11:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3931, loss: 2.3931 +2025-05-26 18:40:09,494 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 2:10:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3871, loss: 2.3871 +2025-05-26 18:40:12,638 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-26 18:41:29,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:41:29,155 - pyskl - INFO - +top1_acc 0.8581 +top5_acc 0.9803 +2025-05-26 18:41:29,158 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8581, top5_acc: 0.9803 +2025-05-26 18:42:33,262 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 2:10:13, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.3679, loss: 2.3679 +2025-05-26 18:43:16,303 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 2:09:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.3727, loss: 2.3727 +2025-05-26 18:43:59,247 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 2:08:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.4089, loss: 2.4089 +2025-05-26 18:44:42,307 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 2:07:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.5397, loss: 2.5397 +2025-05-26 18:45:25,430 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 2:07:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.4145, loss: 2.4145 +2025-05-26 18:46:08,431 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 2:06:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.4202, loss: 2.4202 +2025-05-26 18:46:51,510 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 2:05:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.5216, loss: 2.5216 +2025-05-26 18:47:34,590 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 2:05:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.5081, loss: 2.5081 +2025-05-26 18:48:17,610 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 2:04:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.4886, loss: 2.4886 +2025-05-26 18:49:00,569 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 2:03:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.4594, loss: 2.4594 +2025-05-26 18:49:43,542 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 2:02:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3464, loss: 2.3464 +2025-05-26 18:50:26,502 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 2:02:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.4146, loss: 2.4146 +2025-05-26 18:51:09,590 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 2:01:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.4352, loss: 2.4352 +2025-05-26 18:51:52,692 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 2:00:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.3752, loss: 2.3752 +2025-05-26 18:52:35,801 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 1:59:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.4283, loss: 2.4283 +2025-05-26 18:53:18,844 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 1:59:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.3897, loss: 2.3897 +2025-05-26 18:54:01,841 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 1:58:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9838, loss_cls: 2.3517, loss: 2.3517 +2025-05-26 18:54:44,924 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 1:57:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.4831, loss: 2.4831 +2025-05-26 18:55:27,993 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 1:56:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.5671, loss: 2.5671 +2025-05-26 18:56:11,250 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 1:56:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.4822, loss: 2.4822 +2025-05-26 18:56:54,466 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 1:55:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.4437, loss: 2.4437 +2025-05-26 18:57:37,565 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 1:54:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.3166, loss: 2.3166 +2025-05-26 18:58:20,564 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 1:53:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.4717, loss: 2.4717 +2025-05-26 18:59:03,656 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 1:53:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.5374, loss: 2.5374 +2025-05-26 18:59:46,823 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 1:52:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.4631, loss: 2.4631 +2025-05-26 18:59:50,022 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-26 19:08:27,987 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:08:28,053 - pyskl - INFO - +top1_acc 0.8581 +top5_acc 0.9794 +2025-05-26 19:08:28,056 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8581, top5_acc: 0.9794 +2025-05-26 19:09:32,143 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 1:51:59, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.3536, loss: 2.3536 +2025-05-26 19:10:14,929 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 1:51:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.3975, loss: 2.3975 +2025-05-26 19:10:57,833 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 1:50:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.2444, loss: 2.2444 +2025-05-26 19:11:40,690 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 1:49:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.3955, loss: 2.3955 +2025-05-26 19:12:23,649 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 1:49:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.4639, loss: 2.4639 +2025-05-26 19:13:06,637 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 1:48:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.3829, loss: 2.3829 +2025-05-26 19:13:49,789 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 1:47:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.3629, loss: 2.3629 +2025-05-26 19:14:32,887 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 1:46:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.3309, loss: 2.3309 +2025-05-26 19:15:15,906 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 1:46:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 2.4589, loss: 2.4589 +2025-05-26 19:15:58,966 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 1:45:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.4874, loss: 2.4874 +2025-05-26 19:16:42,061 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:44:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 2.3857, loss: 2.3857 +2025-05-26 19:17:25,231 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:43:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.4510, loss: 2.4510 +2025-05-26 19:18:08,313 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:43:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.4047, loss: 2.4047 +2025-05-26 19:18:51,399 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:42:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.4057, loss: 2.4057 +2025-05-26 19:19:34,487 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:41:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.4470, loss: 2.4470 +2025-05-26 19:20:17,463 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:40:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.4377, loss: 2.4377 +2025-05-26 19:21:00,315 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:40:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.4523, loss: 2.4523 +2025-05-26 19:21:43,291 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:39:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.4862, loss: 2.4862 +2025-05-26 19:22:26,253 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:38:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.4814, loss: 2.4814 +2025-05-26 19:23:09,368 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:37:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.3522, loss: 2.3522 +2025-05-26 19:23:52,399 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:37:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.3983, loss: 2.3983 +2025-05-26 19:24:35,498 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:36:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.4708, loss: 2.4708 +2025-05-26 19:25:18,517 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:35:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.5405, loss: 2.5405 +2025-05-26 19:26:01,634 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:34:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.5247, loss: 2.5247 +2025-05-26 19:26:44,734 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:34:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.2705, loss: 2.2705 +2025-05-26 19:26:47,834 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-26 19:28:04,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:28:04,531 - pyskl - INFO - +top1_acc 0.8489 +top5_acc 0.9759 +2025-05-26 19:28:04,534 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8489, top5_acc: 0.9759 +2025-05-26 19:29:09,493 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:33:45, time: 0.650, data_time: 0.217, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.3482, loss: 2.3482 +2025-05-26 19:29:52,611 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:33:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2166, loss: 2.2166 +2025-05-26 19:30:35,651 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:32:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.3109, loss: 2.3109 +2025-05-26 19:31:18,754 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:31:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.3135, loss: 2.3135 +2025-05-26 19:32:01,862 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:30:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.4119, loss: 2.4119 +2025-05-26 19:32:44,807 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:30:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.4007, loss: 2.4007 +2025-05-26 19:33:27,930 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:29:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 2.3541, loss: 2.3541 +2025-05-26 19:34:10,909 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:28:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.3696, loss: 2.3696 +2025-05-26 19:34:53,835 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:27:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4070, loss: 2.4070 +2025-05-26 19:35:37,008 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:27:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 2.4284, loss: 2.4284 +2025-05-26 19:36:20,078 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:26:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.3846, loss: 2.3846 +2025-05-26 19:37:03,057 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:25:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.5128, loss: 2.5128 +2025-05-26 19:37:46,039 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:24:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.3896, loss: 2.3896 +2025-05-26 19:38:28,934 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:24:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.3999, loss: 2.3999 +2025-05-26 19:39:11,828 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:23:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 2.3697, loss: 2.3697 +2025-05-26 19:39:54,752 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:22:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.4041, loss: 2.4041 +2025-05-26 19:40:37,800 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:21:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.4279, loss: 2.4279 +2025-05-26 19:41:20,770 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:21:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4241, loss: 2.4241 +2025-05-26 19:42:03,806 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:20:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.3905, loss: 2.3905 +2025-05-26 19:42:46,878 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:19:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.4733, loss: 2.4733 +2025-05-26 19:43:30,056 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:18:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 2.5502, loss: 2.5502 +2025-05-26 19:44:13,398 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:18:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.4205, loss: 2.4205 +2025-05-26 19:44:56,599 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:17:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 2.5112, loss: 2.5112 +2025-05-26 19:45:39,771 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:16:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.4036, loss: 2.4036 +2025-05-26 19:46:22,798 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:15:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 2.4492, loss: 2.4492 +2025-05-26 19:46:25,945 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-26 19:47:42,380 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:47:42,447 - pyskl - INFO - +top1_acc 0.8557 +top5_acc 0.9794 +2025-05-26 19:47:42,449 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8557, top5_acc: 0.9794 +2025-05-26 19:48:47,360 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:15:32, time: 0.649, data_time: 0.220, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.2758, loss: 2.2758 +2025-05-26 19:49:30,301 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:14:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.2071, loss: 2.2071 +2025-05-26 19:50:13,218 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:14:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.4053, loss: 2.4053 +2025-05-26 19:50:56,030 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 1:13:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.3093, loss: 2.3093 +2025-05-26 19:51:38,952 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 1:12:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.3528, loss: 2.3528 +2025-05-26 19:52:21,976 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 1:11:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.3951, loss: 2.3951 +2025-05-26 19:53:05,057 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 1:11:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.3748, loss: 2.3748 +2025-05-26 19:53:48,199 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 1:10:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.4151, loss: 2.4151 +2025-05-26 19:54:31,383 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 1:09:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.3810, loss: 2.3810 +2025-05-26 19:55:14,423 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 1:08:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.3094, loss: 2.3094 +2025-05-26 19:55:57,418 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 1:08:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.3278, loss: 2.3278 +2025-05-26 19:56:40,502 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 1:07:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.3852, loss: 2.3852 +2025-05-26 19:57:23,533 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 1:06:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.3093, loss: 2.3093 +2025-05-26 19:58:06,515 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 1:05:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.4017, loss: 2.4017 +2025-05-26 19:58:49,210 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 1:05:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 2.4659, loss: 2.4659 +2025-05-26 19:59:32,120 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 1:04:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4129, loss: 2.4129 +2025-05-26 20:00:15,042 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 1:03:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.4011, loss: 2.4011 +2025-05-26 20:00:58,034 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 1:02:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.4510, loss: 2.4510 +2025-05-26 20:01:41,062 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 1:02:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.3453, loss: 2.3453 +2025-05-26 20:02:24,154 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 1:01:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.3577, loss: 2.3577 +2025-05-26 20:03:07,241 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 1:00:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.3803, loss: 2.3803 +2025-05-26 20:03:50,353 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 0:59:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.4590, loss: 2.4590 +2025-05-26 20:04:33,364 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 0:59:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.3588, loss: 2.3588 +2025-05-26 20:05:16,316 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 0:58:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3832, loss: 2.3832 +2025-05-26 20:05:59,264 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 0:57:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.5650, loss: 2.5650 +2025-05-26 20:06:02,486 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-26 20:07:18,960 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:07:19,027 - pyskl - INFO - +top1_acc 0.8461 +top5_acc 0.9767 +2025-05-26 20:07:19,030 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8461, top5_acc: 0.9767 +2025-05-26 20:08:23,661 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 0:57:16, time: 0.646, data_time: 0.217, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.2613, loss: 2.2613 +2025-05-26 20:09:06,569 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 0:56:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.2759, loss: 2.2759 +2025-05-26 20:09:49,675 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 0:55:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.3347, loss: 2.3347 +2025-05-26 20:10:32,784 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 0:55:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.3165, loss: 2.3165 +2025-05-26 20:11:15,895 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 0:54:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3833, loss: 2.3833 +2025-05-26 20:11:58,965 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 0:53:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 2.2656, loss: 2.2656 +2025-05-26 20:12:42,000 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 0:52:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 2.3826, loss: 2.3826 +2025-05-26 20:13:25,076 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 0:52:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.3297, loss: 2.3297 +2025-05-26 20:14:08,059 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 0:51:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.3687, loss: 2.3687 +2025-05-26 20:14:51,079 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 0:50:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 2.4007, loss: 2.4007 +2025-05-26 20:15:34,239 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 0:49:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.3888, loss: 2.3888 +2025-05-26 20:16:17,250 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 0:49:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.3133, loss: 2.3133 +2025-05-26 20:17:00,315 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 0:48:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.3510, loss: 2.3510 +2025-05-26 20:17:43,522 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 0:47:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.3553, loss: 2.3553 +2025-05-26 20:18:26,579 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 0:46:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.3772, loss: 2.3772 +2025-05-26 20:19:09,517 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 0:46:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3898, loss: 2.3898 +2025-05-26 20:19:52,645 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:45:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.3678, loss: 2.3678 +2025-05-26 20:20:35,622 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:44:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.4296, loss: 2.4296 +2025-05-26 20:21:18,663 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:43:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.3895, loss: 2.3895 +2025-05-26 20:22:01,662 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:43:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.4131, loss: 2.4131 +2025-05-26 20:22:44,952 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:42:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.3783, loss: 2.3783 +2025-05-26 20:23:28,288 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:41:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.3379, loss: 2.3379 +2025-05-26 20:24:11,310 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:40:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.2801, loss: 2.2801 +2025-05-26 20:24:54,377 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:40:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.4712, loss: 2.4712 +2025-05-26 20:25:37,334 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:39:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.4316, loss: 2.4316 +2025-05-26 20:25:40,444 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-26 20:26:56,800 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:26:56,866 - pyskl - INFO - +top1_acc 0.8156 +top5_acc 0.9659 +2025-05-26 20:26:56,869 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8156, top5_acc: 0.9659 +2025-05-26 20:28:01,101 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:39:02, time: 0.642, data_time: 0.214, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.3042, loss: 2.3042 +2025-05-26 20:28:43,922 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:38:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.2052, loss: 2.2052 +2025-05-26 20:29:26,807 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:37:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.3305, loss: 2.3305 +2025-05-26 20:30:09,750 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:36:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3348, loss: 2.3348 +2025-05-26 20:30:52,738 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:36:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.4313, loss: 2.4313 +2025-05-26 20:31:35,826 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:35:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.2930, loss: 2.2930 +2025-05-26 20:32:18,863 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:34:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.3710, loss: 2.3710 +2025-05-26 20:33:01,830 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:33:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.4831, loss: 2.4831 +2025-05-26 20:33:44,849 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:33:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.3152, loss: 2.3152 +2025-05-26 20:34:27,799 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:32:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.2811, loss: 2.2811 +2025-05-26 20:35:10,739 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:31:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.2390, loss: 2.2390 +2025-05-26 20:35:53,759 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:30:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.4536, loss: 2.4536 +2025-05-26 20:36:36,698 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:30:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4012, loss: 2.4012 +2025-05-26 20:37:19,751 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:29:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.4221, loss: 2.4221 +2025-05-26 20:38:02,704 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:28:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9925, loss_cls: 2.4263, loss: 2.4263 +2025-05-26 20:38:45,672 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:27:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.3840, loss: 2.3840 +2025-05-26 20:39:28,806 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:27:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 2.3104, loss: 2.3104 +2025-05-26 20:40:11,915 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:26:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.3809, loss: 2.3809 +2025-05-26 20:40:54,876 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:25:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.3443, loss: 2.3443 +2025-05-26 20:41:37,741 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:24:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.2962, loss: 2.2962 +2025-05-26 20:42:20,699 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:24:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.3931, loss: 2.3931 +2025-05-26 20:43:03,706 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:23:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.4325, loss: 2.4325 +2025-05-26 20:43:46,657 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:22:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.3691, loss: 2.3691 +2025-05-26 20:44:29,501 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:21:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.4113, loss: 2.4113 +2025-05-26 20:45:12,294 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:21:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.3928, loss: 2.3928 +2025-05-26 20:45:15,413 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-26 20:54:24,596 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:54:24,662 - pyskl - INFO - +top1_acc 0.8547 +top5_acc 0.9793 +2025-05-26 20:54:24,665 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8547, top5_acc: 0.9793 +2025-05-26 20:55:28,317 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:20:45, time: 0.636, data_time: 0.210, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 2.3418, loss: 2.3418 +2025-05-26 20:56:11,036 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:20:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.2787, loss: 2.2787 +2025-05-26 20:56:53,823 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:19:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.2365, loss: 2.2365 +2025-05-26 20:57:36,578 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:18:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.2687, loss: 2.2687 +2025-05-26 20:58:19,539 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:17:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.2683, loss: 2.2683 +2025-05-26 20:59:02,521 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:17:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2922, loss: 2.2922 +2025-05-26 20:59:45,386 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:16:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.4244, loss: 2.4244 +2025-05-26 21:00:28,214 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:15:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 2.4294, loss: 2.4294 +2025-05-26 21:01:11,022 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:14:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.3354, loss: 2.3354 +2025-05-26 21:01:53,980 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:14:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.3923, loss: 2.3923 +2025-05-26 21:02:36,815 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:13:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3556, loss: 2.3556 +2025-05-26 21:03:19,662 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 1 day, 0:12:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.3203, loss: 2.3203 +2025-05-26 21:04:02,597 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 1 day, 0:11:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.3854, loss: 2.3854 +2025-05-26 21:04:45,499 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 1 day, 0:11:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.3359, loss: 2.3359 +2025-05-26 21:05:28,371 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 1 day, 0:10:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 2.2360, loss: 2.2360 +2025-05-26 21:06:11,243 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 1 day, 0:09:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 2.3958, loss: 2.3958 +2025-05-26 21:06:54,061 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 1 day, 0:08:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 2.2834, loss: 2.2834 +2025-05-26 21:07:36,931 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 1 day, 0:08:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.3235, loss: 2.3235 +2025-05-26 21:08:19,848 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 1 day, 0:07:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.3106, loss: 2.3106 +2025-05-26 21:09:02,698 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 1 day, 0:06:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.3482, loss: 2.3482 +2025-05-26 21:09:45,633 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 1 day, 0:05:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 2.2696, loss: 2.2696 +2025-05-26 21:10:28,705 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 1 day, 0:05:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.2824, loss: 2.2824 +2025-05-26 21:11:11,965 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 1 day, 0:04:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.4334, loss: 2.4334 +2025-05-26 21:11:54,985 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 1 day, 0:03:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 2.2963, loss: 2.2963 +2025-05-26 21:12:37,870 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 1 day, 0:02:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.2957, loss: 2.2957 +2025-05-26 21:12:40,966 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-26 21:13:57,504 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:13:57,572 - pyskl - INFO - +top1_acc 0.8556 +top5_acc 0.9788 +2025-05-26 21:13:57,574 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8556, top5_acc: 0.9788 +2025-05-26 21:15:01,604 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 1 day, 0:02:26, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.4076, loss: 2.4076 +2025-05-26 21:15:44,536 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 1 day, 0:01:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.3074, loss: 2.3074 +2025-05-26 21:16:27,484 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 1 day, 0:00:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9969, loss_cls: 2.2892, loss: 2.2892 +2025-05-26 21:17:10,458 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 1 day, 0:00:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.3086, loss: 2.3086 +2025-05-26 21:17:53,580 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 23:59:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.2114, loss: 2.2114 +2025-05-26 21:18:36,518 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 23:58:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.3102, loss: 2.3102 +2025-05-26 21:19:19,726 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 23:57:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.2415, loss: 2.2415 +2025-05-26 21:20:02,913 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 23:57:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.2960, loss: 2.2960 +2025-05-26 21:20:46,002 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 23:56:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 2.2579, loss: 2.2579 +2025-05-26 21:21:29,044 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 23:55:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 2.2968, loss: 2.2968 +2025-05-26 21:22:11,888 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 23:55:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.3978, loss: 2.3978 +2025-05-26 21:22:54,832 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 23:54:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.4105, loss: 2.4105 +2025-05-26 21:23:37,843 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 23:53:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.2763, loss: 2.2763 +2025-05-26 21:24:20,783 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 23:52:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.3909, loss: 2.3909 +2025-05-26 21:25:03,826 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 23:52:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.2924, loss: 2.2924 +2025-05-26 21:25:46,834 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 23:51:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.4240, loss: 2.4240 +2025-05-26 21:26:29,861 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 23:50:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.4099, loss: 2.4099 +2025-05-26 21:27:12,878 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 23:49:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.3959, loss: 2.3959 +2025-05-26 21:27:55,948 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 23:49:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9875, loss_cls: 2.2808, loss: 2.2808 +2025-05-26 21:28:38,937 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 23:48:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.3477, loss: 2.3477 +2025-05-26 21:29:22,003 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 23:47:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.3185, loss: 2.3185 +2025-05-26 21:30:05,132 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 23:46:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.2633, loss: 2.2633 +2025-05-26 21:30:48,269 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:46:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.3289, loss: 2.3289 +2025-05-26 21:31:31,406 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:45:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.3352, loss: 2.3352 +2025-05-26 21:32:14,445 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:44:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.3280, loss: 2.3280 +2025-05-26 21:32:17,525 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-26 21:33:34,180 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:33:34,248 - pyskl - INFO - +top1_acc 0.8597 +top5_acc 0.9810 +2025-05-26 21:33:34,250 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8597, top5_acc: 0.9810 +2025-05-26 21:34:38,620 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:44:11, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9962, loss_cls: 2.2472, loss: 2.2472 +2025-05-26 21:35:21,647 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:43:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.3238, loss: 2.3238 +2025-05-26 21:36:04,657 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:42:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.2713, loss: 2.2713 +2025-05-26 21:36:47,742 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:41:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.3017, loss: 2.3017 +2025-05-26 21:37:30,868 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:41:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.2479, loss: 2.2479 +2025-05-26 21:38:13,911 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:40:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.3376, loss: 2.3376 +2025-05-26 21:38:56,869 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:39:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.3290, loss: 2.3290 +2025-05-26 21:39:39,652 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:38:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.3525, loss: 2.3525 +2025-05-26 21:40:22,387 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:38:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.2962, loss: 2.2962 +2025-05-26 21:41:05,176 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:37:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.2824, loss: 2.2824 +2025-05-26 21:41:48,031 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:36:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.3706, loss: 2.3706 +2025-05-26 21:42:30,890 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:36:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.3833, loss: 2.3833 +2025-05-26 21:43:13,798 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:35:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.2930, loss: 2.2930 +2025-05-26 21:43:56,664 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:34:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 2.3214, loss: 2.3214 +2025-05-26 21:44:39,512 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:33:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.2544, loss: 2.2544 +2025-05-26 21:45:22,366 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:33:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.2701, loss: 2.2701 +2025-05-26 21:46:05,230 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:32:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.2777, loss: 2.2777 +2025-05-26 21:46:48,162 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:31:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.2507, loss: 2.2507 +2025-05-26 21:47:30,848 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:30:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.3201, loss: 2.3201 +2025-05-26 21:48:13,869 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:30:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.2816, loss: 2.2816 +2025-05-26 21:48:56,808 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:29:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.2623, loss: 2.2623 +2025-05-26 21:49:39,786 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:28:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.4296, loss: 2.4296 +2025-05-26 21:50:22,737 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:27:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.4107, loss: 2.4107 +2025-05-26 21:51:05,720 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:27:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.2186, loss: 2.2186 +2025-05-26 21:51:48,598 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:26:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.3239, loss: 2.3239 +2025-05-26 21:51:51,655 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-26 21:53:08,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:53:08,240 - pyskl - INFO - +top1_acc 0.8706 +top5_acc 0.9822 +2025-05-26 21:53:08,294 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_56.pth was removed +2025-05-26 21:53:09,326 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2025-05-26 21:53:09,327 - pyskl - INFO - Best top1_acc is 0.8706 at 73 epoch. +2025-05-26 21:53:09,330 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8706, top5_acc: 0.9822 +2025-05-26 21:54:13,830 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:25:53, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.1769, loss: 2.1769 +2025-05-26 21:54:56,699 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:25:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.1668, loss: 2.1668 +2025-05-26 21:55:39,592 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:24:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.2244, loss: 2.2244 +2025-05-26 21:56:22,519 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:23:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.2832, loss: 2.2832 +2025-05-26 21:57:05,594 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:22:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.2261, loss: 2.2261 +2025-05-26 21:57:48,589 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:22:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1860, loss: 2.1860 +2025-05-26 21:58:31,626 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:21:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2594, loss: 2.2594 +2025-05-26 21:59:14,616 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:20:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.2742, loss: 2.2742 +2025-05-26 21:59:57,512 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:19:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.3422, loss: 2.3422 +2025-05-26 22:00:40,511 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:19:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 2.2802, loss: 2.2802 +2025-05-26 22:01:23,483 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:18:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2753, loss: 2.2753 +2025-05-26 22:02:06,475 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:17:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.3871, loss: 2.3871 +2025-05-26 22:02:49,357 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:16:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.3098, loss: 2.3098 +2025-05-26 22:03:32,289 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:16:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.3404, loss: 2.3404 +2025-05-26 22:04:15,204 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:15:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.2502, loss: 2.2502 +2025-05-26 22:04:58,169 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:14:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 2.3694, loss: 2.3694 +2025-05-26 22:05:41,142 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:14:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.2143, loss: 2.2143 +2025-05-26 22:06:24,223 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:13:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.3570, loss: 2.3570 +2025-05-26 22:07:07,325 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 23:12:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 2.1970, loss: 2.1970 +2025-05-26 22:07:50,302 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 23:11:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.3733, loss: 2.3733 +2025-05-26 22:08:33,250 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 23:11:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.2667, loss: 2.2667 +2025-05-26 22:09:16,394 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 23:10:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3009, loss: 2.3009 +2025-05-26 22:09:59,399 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 23:09:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.4111, loss: 2.4111 +2025-05-26 22:10:42,288 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 23:08:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.3232, loss: 2.3232 +2025-05-26 22:11:25,308 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 23:08:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.4442, loss: 2.4442 +2025-05-26 22:11:28,392 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-26 22:12:45,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:12:45,091 - pyskl - INFO - +top1_acc 0.8722 +top5_acc 0.9793 +2025-05-26 22:12:45,148 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_73.pth was removed +2025-05-26 22:12:46,229 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2025-05-26 22:12:46,230 - pyskl - INFO - Best top1_acc is 0.8722 at 74 epoch. +2025-05-26 22:12:46,233 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8722, top5_acc: 0.9793 +2025-05-26 22:13:50,735 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 23:07:37, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.1296, loss: 2.1296 +2025-05-26 22:14:33,731 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 23:06:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.2294, loss: 2.2294 +2025-05-26 22:15:16,746 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 23:06:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.2860, loss: 2.2860 +2025-05-26 22:15:59,717 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 23:05:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 2.3486, loss: 2.3486 +2025-05-26 22:16:42,802 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 23:04:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.1902, loss: 2.1902 +2025-05-26 22:17:25,750 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 23:03:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.2378, loss: 2.2378 +2025-05-26 22:18:08,868 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 23:03:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2155, loss: 2.2155 +2025-05-26 22:18:51,918 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 23:02:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.3316, loss: 2.3316 +2025-05-26 22:19:34,958 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 23:01:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.2668, loss: 2.2668 +2025-05-26 22:20:17,844 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 23:00:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.2664, loss: 2.2664 +2025-05-26 22:21:00,846 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 23:00:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.2373, loss: 2.2373 +2025-05-26 22:21:43,875 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 22:59:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.3084, loss: 2.3084 +2025-05-26 22:22:26,762 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 22:58:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.3066, loss: 2.3066 +2025-05-26 22:23:09,620 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 22:57:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2171, loss: 2.2171 +2025-05-26 22:23:52,637 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 22:57:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.3267, loss: 2.3267 +2025-05-26 22:24:35,585 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 22:56:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2477, loss: 2.2477 +2025-05-26 22:25:18,565 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 22:55:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.2650, loss: 2.2650 +2025-05-26 22:26:01,659 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 22:55:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.2594, loss: 2.2594 +2025-05-26 22:26:44,715 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 22:54:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.2554, loss: 2.2554 +2025-05-26 22:27:27,786 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 22:53:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.2922, loss: 2.2922 +2025-05-26 22:28:10,813 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 22:52:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.3372, loss: 2.3372 +2025-05-26 22:28:53,878 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 22:52:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.3224, loss: 2.3224 +2025-05-26 22:29:36,972 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 22:51:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9969, loss_cls: 2.2594, loss: 2.2594 +2025-05-26 22:30:19,897 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 22:50:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.3523, loss: 2.3523 +2025-05-26 22:31:02,794 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 22:49:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.3982, loss: 2.3982 +2025-05-26 22:31:05,886 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-26 22:39:47,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:39:47,506 - pyskl - INFO - +top1_acc 0.8746 +top5_acc 0.9798 +2025-05-26 22:39:47,560 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_74.pth was removed +2025-05-26 22:39:48,601 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2025-05-26 22:39:48,602 - pyskl - INFO - Best top1_acc is 0.8746 at 75 epoch. +2025-05-26 22:39:48,604 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8746, top5_acc: 0.9798 +2025-05-26 22:40:52,603 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 22:49:21, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1474, loss: 2.1474 +2025-05-26 22:41:35,538 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 22:48:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.2483, loss: 2.2483 +2025-05-26 22:42:18,493 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 22:47:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.2431, loss: 2.2431 +2025-05-26 22:43:01,438 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 22:47:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.1603, loss: 2.1603 +2025-05-26 22:43:44,399 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:46:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.2688, loss: 2.2688 +2025-05-26 22:44:27,403 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:45:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.3573, loss: 2.3573 +2025-05-26 22:45:10,342 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:44:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.3005, loss: 2.3005 +2025-05-26 22:45:53,362 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:44:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.2372, loss: 2.2372 +2025-05-26 22:46:36,435 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:43:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.2705, loss: 2.2705 +2025-05-26 22:47:19,347 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:42:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.2781, loss: 2.2781 +2025-05-26 22:48:02,302 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:41:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.3127, loss: 2.3127 +2025-05-26 22:48:45,450 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:41:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.1939, loss: 2.1939 +2025-05-26 22:49:28,490 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:40:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.2793, loss: 2.2793 +2025-05-26 22:50:11,458 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:39:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.2318, loss: 2.2318 +2025-05-26 22:50:54,392 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:38:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.2947, loss: 2.2947 +2025-05-26 22:51:37,313 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:38:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.2276, loss: 2.2276 +2025-05-26 22:52:20,236 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:37:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.2752, loss: 2.2752 +2025-05-26 22:53:03,174 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:36:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.3691, loss: 2.3691 +2025-05-26 22:53:46,098 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:36:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 2.2219, loss: 2.2219 +2025-05-26 22:54:29,026 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:35:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.3295, loss: 2.3295 +2025-05-26 22:55:11,939 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:34:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.2646, loss: 2.2646 +2025-05-26 22:55:54,835 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:33:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.2203, loss: 2.2203 +2025-05-26 22:56:37,805 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:33:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.2508, loss: 2.2508 +2025-05-26 22:57:20,755 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:32:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.2543, loss: 2.2543 +2025-05-26 22:58:03,827 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:31:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.1854, loss: 2.1854 +2025-05-26 22:58:06,940 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-26 22:59:23,516 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:59:23,583 - pyskl - INFO - +top1_acc 0.8755 +top5_acc 0.9790 +2025-05-26 22:59:23,640 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_75.pth was removed +2025-05-26 22:59:24,709 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. +2025-05-26 22:59:24,711 - pyskl - INFO - Best top1_acc is 0.8755 at 76 epoch. +2025-05-26 22:59:24,713 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8755, top5_acc: 0.9790 +2025-05-26 23:00:28,973 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:31:04, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.2390, loss: 2.2390 +2025-05-26 23:01:11,868 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:30:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.3078, loss: 2.3078 +2025-05-26 23:01:54,733 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:29:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.2025, loss: 2.2025 +2025-05-26 23:02:37,682 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:28:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.2717, loss: 2.2717 +2025-05-26 23:03:20,553 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:28:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.1997, loss: 2.1997 +2025-05-26 23:04:03,654 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:27:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.2678, loss: 2.2678 +2025-05-26 23:04:46,640 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:26:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 2.1655, loss: 2.1655 +2025-05-26 23:05:29,575 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:25:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 2.2208, loss: 2.2208 +2025-05-26 23:06:12,378 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:25:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.1908, loss: 2.1908 +2025-05-26 23:06:55,234 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:24:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.3224, loss: 2.3224 +2025-05-26 23:07:38,065 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:23:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.2465, loss: 2.2465 +2025-05-26 23:08:20,946 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:22:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.2690, loss: 2.2690 +2025-05-26 23:09:03,783 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:22:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.2608, loss: 2.2608 +2025-05-26 23:09:46,651 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:21:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.1810, loss: 2.1810 +2025-05-26 23:10:29,616 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:20:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.2609, loss: 2.2609 +2025-05-26 23:11:12,499 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:19:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.2061, loss: 2.2061 +2025-05-26 23:11:55,410 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:19:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.2003, loss: 2.2003 +2025-05-26 23:12:38,339 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:18:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.2066, loss: 2.2066 +2025-05-26 23:13:21,351 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:17:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.2335, loss: 2.2335 +2025-05-26 23:14:04,329 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:16:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.2654, loss: 2.2654 +2025-05-26 23:14:47,259 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:16:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9881, loss_cls: 2.2620, loss: 2.2620 +2025-05-26 23:15:30,286 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:15:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 2.2532, loss: 2.2532 +2025-05-26 23:16:13,285 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:14:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.2467, loss: 2.2467 +2025-05-26 23:16:56,275 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:14:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.3271, loss: 2.3271 +2025-05-26 23:17:39,094 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:13:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.2396, loss: 2.2396 +2025-05-26 23:17:42,181 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-26 23:18:58,564 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:18:58,631 - pyskl - INFO - +top1_acc 0.8653 +top5_acc 0.9810 +2025-05-26 23:18:58,635 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8653, top5_acc: 0.9810 +2025-05-26 23:20:03,000 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:12:47, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.1899, loss: 2.1899 +2025-05-26 23:20:46,106 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 22:12:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.1881, loss: 2.1881 +2025-05-26 23:21:29,145 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 22:11:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.1690, loss: 2.1690 +2025-05-26 23:22:12,233 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 22:10:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.2556, loss: 2.2556 +2025-05-26 23:22:55,201 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 22:09:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.2559, loss: 2.2559 +2025-05-26 23:23:38,342 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 22:09:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 2.1958, loss: 2.1958 +2025-05-26 23:24:21,477 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 22:08:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.2017, loss: 2.2017 +2025-05-26 23:25:04,568 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 22:07:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.2461, loss: 2.2461 +2025-05-26 23:25:47,652 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 22:06:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.2467, loss: 2.2467 +2025-05-26 23:26:30,689 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 22:06:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.2171, loss: 2.2171 +2025-05-26 23:27:13,695 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 22:05:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.1289, loss: 2.1289 +2025-05-26 23:27:56,767 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 22:04:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.2771, loss: 2.2771 +2025-05-26 23:28:39,763 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 22:03:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 2.1937, loss: 2.1937 +2025-05-26 23:29:22,723 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 22:03:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1610, loss: 2.1610 +2025-05-26 23:30:05,633 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 22:02:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.2802, loss: 2.2802 +2025-05-26 23:30:48,553 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 22:01:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.2447, loss: 2.2447 +2025-05-26 23:31:31,544 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 22:00:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.2139, loss: 2.2139 +2025-05-26 23:32:14,515 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 22:00:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.3146, loss: 2.3146 +2025-05-26 23:32:57,346 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 21:59:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.3631, loss: 2.3631 +2025-05-26 23:33:40,241 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 21:58:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 2.2993, loss: 2.2993 +2025-05-26 23:34:23,231 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 21:57:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9881, loss_cls: 2.3094, loss: 2.3094 +2025-05-26 23:35:06,177 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 21:57:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.2954, loss: 2.2954 +2025-05-26 23:35:49,182 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 21:56:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.1877, loss: 2.1877 +2025-05-26 23:36:32,093 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 21:55:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.2435, loss: 2.2435 +2025-05-26 23:37:15,197 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 21:55:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.2834, loss: 2.2834 +2025-05-26 23:37:18,309 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-26 23:38:35,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:38:35,077 - pyskl - INFO - +top1_acc 0.8800 +top5_acc 0.9835 +2025-05-26 23:38:35,134 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_76.pth was removed +2025-05-26 23:38:36,194 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2025-05-26 23:38:36,195 - pyskl - INFO - Best top1_acc is 0.8800 at 78 epoch. +2025-05-26 23:38:36,197 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8800, top5_acc: 0.9835 +2025-05-26 23:39:40,577 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 21:54:31, time: 0.644, data_time: 0.215, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9940, loss: 1.9940 +2025-05-26 23:40:23,513 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 21:53:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1736, loss: 2.1736 +2025-05-26 23:41:06,466 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 21:53:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.1286, loss: 2.1286 +2025-05-26 23:41:49,424 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 21:52:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.1793, loss: 2.1793 +2025-05-26 23:42:32,327 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 21:51:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.2766, loss: 2.2766 +2025-05-26 23:43:15,425 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 21:50:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.1647, loss: 2.1647 +2025-05-26 23:43:58,460 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 21:50:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 2.1489, loss: 2.1489 +2025-05-26 23:44:41,625 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 21:49:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.2152, loss: 2.2152 +2025-05-26 23:45:24,754 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 21:48:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.1923, loss: 2.1923 +2025-05-26 23:46:07,857 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 21:47:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.2353, loss: 2.2353 +2025-05-26 23:46:50,852 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:47:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.2686, loss: 2.2686 +2025-05-26 23:47:34,041 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:46:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 2.1480, loss: 2.1480 +2025-05-26 23:48:17,050 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:45:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.2119, loss: 2.2119 +2025-05-26 23:49:00,126 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:44:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.2481, loss: 2.2481 +2025-05-26 23:49:43,132 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:44:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2036, loss: 2.2036 +2025-05-26 23:50:26,127 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:43:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.1467, loss: 2.1467 +2025-05-26 23:51:09,090 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:42:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.2422, loss: 2.2422 +2025-05-26 23:51:51,997 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:41:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.2522, loss: 2.2522 +2025-05-26 23:52:34,881 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:41:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.2132, loss: 2.2132 +2025-05-26 23:53:17,832 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:40:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.2534, loss: 2.2534 +2025-05-26 23:54:00,749 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:39:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 2.2370, loss: 2.2370 +2025-05-26 23:54:43,679 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:38:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1863, loss: 2.1863 +2025-05-26 23:55:26,630 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:38:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.1492, loss: 2.1492 +2025-05-26 23:56:09,615 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:37:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.3144, loss: 2.3144 +2025-05-26 23:56:52,547 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:36:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.2234, loss: 2.2234 +2025-05-26 23:56:55,647 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-26 23:58:11,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:58:11,935 - pyskl - INFO - +top1_acc 0.8715 +top5_acc 0.9828 +2025-05-26 23:58:11,937 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8715, top5_acc: 0.9828 +2025-05-26 23:59:15,983 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:36:15, time: 0.640, data_time: 0.209, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1796, loss: 2.1796 +2025-05-26 23:59:59,036 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:35:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.1923, loss: 2.1923 +2025-05-27 00:00:42,130 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:34:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.1463, loss: 2.1463 +2025-05-27 00:01:25,230 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:34:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.2607, loss: 2.2607 +2025-05-27 00:02:08,186 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:33:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 2.2347, loss: 2.2347 +2025-05-27 00:02:51,350 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:32:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1678, loss: 2.1678 +2025-05-27 00:03:34,535 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:31:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.2486, loss: 2.2486 +2025-05-27 00:04:17,453 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:31:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 2.1311, loss: 2.1311 +2025-05-27 00:05:00,425 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:30:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.2202, loss: 2.2202 +2025-05-27 00:05:43,459 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:29:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 2.1174, loss: 2.1174 +2025-05-27 00:06:26,550 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:28:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 2.1473, loss: 2.1473 +2025-05-27 00:07:09,479 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:28:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.2563, loss: 2.2563 +2025-05-27 00:07:52,491 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:27:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1668, loss: 2.1668 +2025-05-27 00:08:35,499 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:26:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 2.1179, loss: 2.1179 +2025-05-27 00:09:18,413 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:25:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.1469, loss: 2.1469 +2025-05-27 00:10:01,362 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:25:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.1382, loss: 2.1382 +2025-05-27 00:10:44,318 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:24:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 2.2409, loss: 2.2409 +2025-05-27 00:11:27,315 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:23:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.1591, loss: 2.1591 +2025-05-27 00:12:10,481 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:22:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.2123, loss: 2.2123 +2025-05-27 00:12:53,742 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:22:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.2619, loss: 2.2619 +2025-05-27 00:13:37,007 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:21:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.1379, loss: 2.1379 +2025-05-27 00:14:20,223 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:20:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2566, loss: 2.2566 +2025-05-27 00:15:03,360 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:20:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9869, loss_cls: 2.2811, loss: 2.2811 +2025-05-27 00:15:46,453 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:19:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9975, loss_cls: 2.1002, loss: 2.1002 +2025-05-27 00:16:29,585 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:18:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.2158, loss: 2.2158 +2025-05-27 00:16:32,775 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-27 00:24:55,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:24:55,755 - pyskl - INFO - +top1_acc 0.8585 +top5_acc 0.9790 +2025-05-27 00:24:55,757 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8585, top5_acc: 0.9790 +2025-05-27 00:25:59,539 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:18:00, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0398, loss: 2.0398 +2025-05-27 00:26:42,451 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:17:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.2117, loss: 2.2117 +2025-05-27 00:27:25,323 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:16:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 2.0960, loss: 2.0960 +2025-05-27 00:28:08,228 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:15:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.0354, loss: 2.0354 +2025-05-27 00:28:51,158 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:15:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.2314, loss: 2.2314 +2025-05-27 00:29:33,986 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:14:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.2218, loss: 2.2218 +2025-05-27 00:30:16,850 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:13:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.2177, loss: 2.2177 +2025-05-27 00:30:59,832 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:12:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.2084, loss: 2.2084 +2025-05-27 00:31:42,856 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:12:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.1991, loss: 2.1991 +2025-05-27 00:32:25,878 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 21:11:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.0999, loss: 2.0999 +2025-05-27 00:33:08,565 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 21:10:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.1101, loss: 2.1101 +2025-05-27 00:33:51,431 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 21:09:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.1446, loss: 2.1446 +2025-05-27 00:34:34,219 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 21:09:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1202, loss: 2.1202 +2025-05-27 00:35:17,213 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 21:08:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.1089, loss: 2.1089 +2025-05-27 00:36:00,161 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 21:07:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.1697, loss: 2.1697 +2025-05-27 00:36:43,241 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 21:06:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.1771, loss: 2.1771 +2025-05-27 00:37:26,175 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 21:06:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.1626, loss: 2.1626 +2025-05-27 00:38:09,140 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 21:05:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.1971, loss: 2.1971 +2025-05-27 00:38:52,114 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 21:04:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.2122, loss: 2.2122 +2025-05-27 00:39:34,908 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 21:03:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.2247, loss: 2.2247 +2025-05-27 00:40:17,681 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 21:03:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.1583, loss: 2.1583 +2025-05-27 00:41:00,441 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 21:02:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.1411, loss: 2.1411 +2025-05-27 00:41:43,237 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 21:01:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.1883, loss: 2.1883 +2025-05-27 00:42:26,212 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 21:00:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.2408, loss: 2.2408 +2025-05-27 00:43:09,119 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 21:00:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.1428, loss: 2.1428 +2025-05-27 00:43:12,232 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-27 00:44:28,568 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:44:28,634 - pyskl - INFO - +top1_acc 0.8740 +top5_acc 0.9837 +2025-05-27 00:44:28,637 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8740, top5_acc: 0.9837 +2025-05-27 00:45:32,421 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 20:59:42, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 2.1052, loss: 2.1052 +2025-05-27 00:46:15,314 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 20:58:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.2016, loss: 2.2016 +2025-05-27 00:46:58,221 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 20:58:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.1727, loss: 2.1727 +2025-05-27 00:47:41,173 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 20:57:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.0230, loss: 2.0230 +2025-05-27 00:48:24,094 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 20:56:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.0806, loss: 2.0806 +2025-05-27 00:49:07,122 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 20:56:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.1364, loss: 2.1364 +2025-05-27 00:49:50,141 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 20:55:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.1580, loss: 2.1580 +2025-05-27 00:50:33,122 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 20:54:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.2063, loss: 2.2063 +2025-05-27 00:51:16,271 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 20:53:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.1779, loss: 2.1779 +2025-05-27 00:51:59,470 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 20:53:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.1050, loss: 2.1050 +2025-05-27 00:52:42,595 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 20:52:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 2.2084, loss: 2.2084 +2025-05-27 00:53:25,702 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 20:51:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.0894, loss: 2.0894 +2025-05-27 00:54:08,655 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 20:50:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.2360, loss: 2.2360 +2025-05-27 00:54:51,842 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 20:50:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.1747, loss: 2.1747 +2025-05-27 00:55:34,946 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 20:49:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.1327, loss: 2.1327 +2025-05-27 00:56:17,961 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 20:48:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.1975, loss: 2.1975 +2025-05-27 00:57:00,863 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:47:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.1724, loss: 2.1724 +2025-05-27 00:57:43,738 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:47:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.1962, loss: 2.1962 +2025-05-27 00:58:26,612 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:46:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.2229, loss: 2.2229 +2025-05-27 00:59:09,457 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:45:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.1670, loss: 2.1670 +2025-05-27 00:59:52,455 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:44:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.1542, loss: 2.1542 +2025-05-27 01:00:35,459 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:44:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.1946, loss: 2.1946 +2025-05-27 01:01:18,441 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:43:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.2906, loss: 2.2906 +2025-05-27 01:02:01,455 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:42:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.2002, loss: 2.2002 +2025-05-27 01:02:44,359 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:41:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0875, loss: 2.0875 +2025-05-27 01:02:47,437 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-27 01:04:03,834 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:04:03,901 - pyskl - INFO - +top1_acc 0.8748 +top5_acc 0.9819 +2025-05-27 01:04:03,904 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8748, top5_acc: 0.9819 +2025-05-27 01:05:07,923 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:41:26, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.2061, loss: 2.2061 +2025-05-27 01:05:50,763 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:40:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.0674, loss: 2.0674 +2025-05-27 01:06:33,691 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:39:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9975, loss_cls: 2.2297, loss: 2.2297 +2025-05-27 01:07:16,556 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:39:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0648, loss: 2.0648 +2025-05-27 01:07:59,413 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:38:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.1620, loss: 2.1620 +2025-05-27 01:08:42,375 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:37:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.1580, loss: 2.1580 +2025-05-27 01:09:25,323 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:36:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.1325, loss: 2.1325 +2025-05-27 01:10:08,624 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:36:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.1609, loss: 2.1609 +2025-05-27 01:10:51,796 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:35:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.1154, loss: 2.1154 +2025-05-27 01:11:34,730 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:34:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 2.1924, loss: 2.1924 +2025-05-27 01:12:17,695 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:34:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.2204, loss: 2.2204 +2025-05-27 01:13:00,622 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:33:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.1297, loss: 2.1297 +2025-05-27 01:13:43,691 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:32:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.1058, loss: 2.1058 +2025-05-27 01:14:26,658 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:31:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.1557, loss: 2.1557 +2025-05-27 01:15:09,573 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:31:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1920, loss: 2.1920 +2025-05-27 01:15:52,502 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:30:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.1385, loss: 2.1385 +2025-05-27 01:16:35,539 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:29:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.0712, loss: 2.0712 +2025-05-27 01:17:18,535 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:28:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.2168, loss: 2.2168 +2025-05-27 01:18:01,334 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:28:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.2112, loss: 2.2112 +2025-05-27 01:18:44,227 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:27:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.1148, loss: 2.1148 +2025-05-27 01:19:27,194 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:26:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.2110, loss: 2.2110 +2025-05-27 01:20:10,125 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:25:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.1848, loss: 2.1848 +2025-05-27 01:20:53,030 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:25:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.1809, loss: 2.1809 +2025-05-27 01:21:36,044 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:24:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.1509, loss: 2.1509 +2025-05-27 01:22:18,970 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:23:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.0878, loss: 2.0878 +2025-05-27 01:22:22,099 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-27 01:23:38,804 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:23:38,871 - pyskl - INFO - +top1_acc 0.8635 +top5_acc 0.9814 +2025-05-27 01:23:38,874 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8635, top5_acc: 0.9814 +2025-05-27 01:24:43,271 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:23:09, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 2.0221, loss: 2.0221 +2025-05-27 01:25:26,302 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:22:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9894, loss_cls: 2.0725, loss: 2.0725 +2025-05-27 01:26:09,449 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:21:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.0668, loss: 2.0668 +2025-05-27 01:26:52,520 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:20:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.0596, loss: 2.0596 +2025-05-27 01:27:35,600 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:20:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.1011, loss: 2.1011 +2025-05-27 01:28:18,541 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:19:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.1056, loss: 2.1056 +2025-05-27 01:29:01,510 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:18:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0345, loss: 2.0345 +2025-05-27 01:29:44,386 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:17:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.1235, loss: 2.1235 +2025-05-27 01:30:27,406 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:17:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.1361, loss: 2.1361 +2025-05-27 01:31:10,440 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:16:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 2.0956, loss: 2.0956 +2025-05-27 01:31:53,406 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:15:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1919, loss: 2.1919 +2025-05-27 01:32:36,374 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:15:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.1362, loss: 2.1362 +2025-05-27 01:33:19,374 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:14:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.1079, loss: 2.1079 +2025-05-27 01:34:02,342 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:13:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1029, loss: 2.1029 +2025-05-27 01:34:45,356 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:12:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 2.0808, loss: 2.0808 +2025-05-27 01:35:28,353 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:12:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.1387, loss: 2.1387 +2025-05-27 01:36:11,479 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:11:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9906, loss_cls: 2.1589, loss: 2.1589 +2025-05-27 01:36:54,573 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 20:10:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 2.1178, loss: 2.1178 +2025-05-27 01:37:37,635 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 20:09:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 2.1545, loss: 2.1545 +2025-05-27 01:38:20,611 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 20:09:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.0969, loss: 2.0969 +2025-05-27 01:39:03,633 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 20:08:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1289, loss: 2.1289 +2025-05-27 01:39:46,634 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 20:07:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 2.1897, loss: 2.1897 +2025-05-27 01:40:29,589 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 20:06:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.1746, loss: 2.1746 +2025-05-27 01:41:12,620 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 20:06:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.1883, loss: 2.1883 +2025-05-27 01:41:55,803 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 20:05:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.0632, loss: 2.0632 +2025-05-27 01:41:58,883 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-27 01:43:15,493 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:43:15,560 - pyskl - INFO - +top1_acc 0.8929 +top5_acc 0.9855 +2025-05-27 01:43:15,614 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_78.pth was removed +2025-05-27 01:43:16,649 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2025-05-27 01:43:16,650 - pyskl - INFO - Best top1_acc is 0.8929 at 84 epoch. +2025-05-27 01:43:16,652 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8929, top5_acc: 0.9855 +2025-05-27 01:44:20,601 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 20:04:53, time: 0.639, data_time: 0.211, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 2.0492, loss: 2.0492 +2025-05-27 01:45:03,662 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 20:04:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9797, loss: 1.9797 +2025-05-27 01:45:46,690 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 20:03:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.0688, loss: 2.0688 +2025-05-27 01:46:29,696 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 20:02:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9699, loss: 1.9699 +2025-05-27 01:47:12,803 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 20:01:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.0065, loss: 2.0065 +2025-05-27 01:47:55,823 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 20:01:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9919, loss_cls: 2.0474, loss: 2.0474 +2025-05-27 01:48:38,842 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 20:00:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.0584, loss: 2.0584 +2025-05-27 01:49:21,772 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 19:59:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.0800, loss: 2.0800 +2025-05-27 01:50:04,745 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 19:58:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1740, loss: 2.1740 +2025-05-27 01:50:47,635 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 19:58:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1179, loss: 2.1179 +2025-05-27 01:51:30,615 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 19:57:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.1389, loss: 2.1389 +2025-05-27 01:52:13,525 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 19:56:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.1425, loss: 2.1425 +2025-05-27 01:52:56,572 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 19:56:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.0892, loss: 2.0892 +2025-05-27 01:53:39,675 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 19:55:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9894, loss_cls: 2.0949, loss: 2.0949 +2025-05-27 01:54:22,618 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 19:54:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.1408, loss: 2.1408 +2025-05-27 01:55:05,615 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 19:53:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.0689, loss: 2.0689 +2025-05-27 01:55:48,508 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 19:53:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.0309, loss: 2.0309 +2025-05-27 01:56:31,406 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 19:52:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1666, loss: 2.1666 +2025-05-27 01:57:14,324 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 19:51:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.1730, loss: 2.1730 +2025-05-27 01:57:57,167 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 19:50:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.2303, loss: 2.2303 +2025-05-27 01:58:40,043 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 19:50:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 2.1027, loss: 2.1027 +2025-05-27 01:59:23,057 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 19:49:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.0723, loss: 2.0723 +2025-05-27 02:00:05,943 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:48:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 2.1612, loss: 2.1612 +2025-05-27 02:00:48,927 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:47:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.0478, loss: 2.0478 +2025-05-27 02:01:31,872 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:47:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.0979, loss: 2.0979 +2025-05-27 02:01:34,937 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-27 02:10:24,414 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:10:24,481 - pyskl - INFO - +top1_acc 0.8895 +top5_acc 0.9830 +2025-05-27 02:10:24,483 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8895, top5_acc: 0.9830 +2025-05-27 02:11:28,515 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:46:37, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.0855, loss: 2.0855 +2025-05-27 02:12:11,393 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:45:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9712, loss: 1.9712 +2025-05-27 02:12:54,304 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:45:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.0682, loss: 2.0682 +2025-05-27 02:13:37,268 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:44:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.1095, loss: 2.1095 +2025-05-27 02:14:20,180 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:43:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 2.1160, loss: 2.1160 +2025-05-27 02:15:03,110 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:42:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9981, loss_cls: 2.1900, loss: 2.1900 +2025-05-27 02:15:46,034 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:42:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.0396, loss: 2.0396 +2025-05-27 02:16:29,074 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:41:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.1285, loss: 2.1285 +2025-05-27 02:17:12,096 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:40:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.0563, loss: 2.0563 +2025-05-27 02:17:55,107 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:39:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 2.1134, loss: 2.1134 +2025-05-27 02:18:38,059 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:39:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.1283, loss: 2.1283 +2025-05-27 02:19:21,108 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:38:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.1659, loss: 2.1659 +2025-05-27 02:20:04,008 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:37:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.0397, loss: 2.0397 +2025-05-27 02:20:46,905 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:37:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.1125, loss: 2.1125 +2025-05-27 02:21:30,151 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:36:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.0846, loss: 2.0846 +2025-05-27 02:22:13,094 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:35:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 2.0126, loss: 2.0126 +2025-05-27 02:22:56,005 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:34:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.0777, loss: 2.0777 +2025-05-27 02:23:38,934 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:34:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1812, loss: 2.1812 +2025-05-27 02:24:21,766 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:33:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 2.1079, loss: 2.1079 +2025-05-27 02:25:04,646 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:32:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9912, loss_cls: 2.0540, loss: 2.0540 +2025-05-27 02:25:47,485 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:31:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.0866, loss: 2.0866 +2025-05-27 02:26:30,369 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:31:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.1265, loss: 2.1265 +2025-05-27 02:27:13,228 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:30:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9894, loss_cls: 2.1304, loss: 2.1304 +2025-05-27 02:27:56,035 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:29:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1304, loss: 2.1304 +2025-05-27 02:28:38,967 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:28:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.0666, loss: 2.0666 +2025-05-27 02:28:42,122 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-27 02:29:58,764 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:29:58,831 - pyskl - INFO - +top1_acc 0.8757 +top5_acc 0.9836 +2025-05-27 02:29:58,833 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8757, top5_acc: 0.9836 +2025-05-27 02:31:02,944 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:28:20, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.9511, loss: 1.9511 +2025-05-27 02:31:45,970 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:27:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.0195, loss: 2.0195 +2025-05-27 02:32:29,047 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:26:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1011, loss: 2.1011 +2025-05-27 02:33:11,895 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:26:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.9391, loss: 1.9391 +2025-05-27 02:33:54,824 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:25:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.0739, loss: 2.0739 +2025-05-27 02:34:37,772 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:24:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 2.0070, loss: 2.0070 +2025-05-27 02:35:20,743 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:23:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.9724, loss: 1.9724 +2025-05-27 02:36:03,763 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:23:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.0305, loss: 2.0305 +2025-05-27 02:36:46,886 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:22:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 2.0512, loss: 2.0512 +2025-05-27 02:37:29,858 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:21:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.9678, loss: 1.9678 +2025-05-27 02:38:12,877 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:20:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.1311, loss: 2.1311 +2025-05-27 02:38:55,921 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:20:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.0084, loss: 2.0084 +2025-05-27 02:39:38,937 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:19:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.1753, loss: 2.1753 +2025-05-27 02:40:22,085 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:18:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.9723, loss: 1.9723 +2025-05-27 02:41:05,061 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:18:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.0314, loss: 2.0314 +2025-05-27 02:41:48,108 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:17:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.0170, loss: 2.0170 +2025-05-27 02:42:31,154 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:16:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.1660, loss: 2.1660 +2025-05-27 02:43:14,226 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:15:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.1366, loss: 2.1366 +2025-05-27 02:43:57,330 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:15:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1171, loss: 2.1171 +2025-05-27 02:44:40,381 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:14:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.1507, loss: 2.1507 +2025-05-27 02:45:23,334 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:13:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.0687, loss: 2.0687 +2025-05-27 02:46:06,337 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:12:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.1193, loss: 2.1193 +2025-05-27 02:46:49,323 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:12:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 2.0538, loss: 2.0538 +2025-05-27 02:47:32,319 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:11:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.1648, loss: 2.1648 +2025-05-27 02:48:15,566 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:10:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.1103, loss: 2.1103 +2025-05-27 02:48:18,655 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-27 02:49:35,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:49:35,418 - pyskl - INFO - +top1_acc 0.8571 +top5_acc 0.9805 +2025-05-27 02:49:35,421 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8571, top5_acc: 0.9805 +2025-05-27 02:50:39,233 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 19:10:04, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.0956, loss: 2.0956 +2025-05-27 02:51:22,192 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 19:09:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.9568, loss: 1.9568 +2025-05-27 02:52:04,959 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 19:08:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 2.0359, loss: 2.0359 +2025-05-27 02:52:47,950 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 19:07:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.0406, loss: 2.0406 +2025-05-27 02:53:30,935 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 19:07:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.0053, loss: 2.0053 +2025-05-27 02:54:14,014 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 19:06:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.0358, loss: 2.0358 +2025-05-27 02:54:56,936 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 19:05:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.9604, loss: 1.9604 +2025-05-27 02:55:40,003 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 19:04:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.0296, loss: 2.0296 +2025-05-27 02:56:23,067 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 19:04:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.0500, loss: 2.0500 +2025-05-27 02:57:06,227 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 19:03:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.1346, loss: 2.1346 +2025-05-27 02:57:49,307 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 19:02:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0280, loss: 2.0280 +2025-05-27 02:58:32,398 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 19:01:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 2.0205, loss: 2.0205 +2025-05-27 02:59:15,412 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 19:01:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 2.1234, loss: 2.1234 +2025-05-27 02:59:58,412 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 19:00:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.0739, loss: 2.0739 +2025-05-27 03:00:41,407 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 18:59:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.9939, loss: 1.9939 +2025-05-27 03:01:24,436 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 18:59:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.0530, loss: 2.0530 +2025-05-27 03:02:07,433 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 18:58:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.1798, loss: 2.1798 +2025-05-27 03:02:50,489 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 18:57:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9912, loss_cls: 2.0067, loss: 2.0067 +2025-05-27 03:03:33,534 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 18:56:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1370, loss: 2.1370 +2025-05-27 03:04:16,547 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 18:56:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.0541, loss: 2.0541 +2025-05-27 03:04:59,580 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 18:55:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.9681, loss: 1.9681 +2025-05-27 03:05:42,610 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 18:54:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.0811, loss: 2.0811 +2025-05-27 03:06:25,603 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 18:53:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.0074, loss: 2.0074 +2025-05-27 03:07:08,622 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 18:53:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.0359, loss: 2.0359 +2025-05-27 03:07:51,616 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 18:52:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.0024, loss: 2.0024 +2025-05-27 03:07:54,729 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-27 03:09:11,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:09:11,469 - pyskl - INFO - +top1_acc 0.8732 +top5_acc 0.9797 +2025-05-27 03:09:11,471 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8732, top5_acc: 0.9797 +2025-05-27 03:10:15,899 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 18:51:49, time: 0.644, data_time: 0.215, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.9825, loss: 1.9825 +2025-05-27 03:10:58,923 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 18:51:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.0301, loss: 2.0301 +2025-05-27 03:11:41,919 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 18:50:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 1.9634, loss: 1.9634 +2025-05-27 03:12:24,966 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:49:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.9257, loss: 1.9257 +2025-05-27 03:13:07,975 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:48:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 2.0027, loss: 2.0027 +2025-05-27 03:13:50,893 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:48:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 2.0471, loss: 2.0471 +2025-05-27 03:14:33,879 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:47:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.0103, loss: 2.0103 +2025-05-27 03:15:16,922 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:46:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.0272, loss: 2.0272 +2025-05-27 03:15:59,921 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:45:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 2.0947, loss: 2.0947 +2025-05-27 03:16:42,870 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:45:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.9597, loss: 1.9597 +2025-05-27 03:17:25,778 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:44:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.1081, loss: 2.1081 +2025-05-27 03:18:08,769 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:43:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.0669, loss: 2.0669 +2025-05-27 03:18:51,668 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:42:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.0799, loss: 2.0799 +2025-05-27 03:19:34,606 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:42:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0382, loss: 2.0382 +2025-05-27 03:20:17,550 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:41:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.0549, loss: 2.0549 +2025-05-27 03:21:00,482 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:40:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.1046, loss: 2.1046 +2025-05-27 03:21:43,399 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:40:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.0478, loss: 2.0478 +2025-05-27 03:22:26,293 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:39:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.9902, loss: 1.9902 +2025-05-27 03:23:09,231 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:38:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.0048, loss: 2.0048 +2025-05-27 03:23:52,152 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:37:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.9813, loss: 1.9813 +2025-05-27 03:24:35,095 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:37:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0691, loss: 2.0691 +2025-05-27 03:25:18,002 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:36:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.1193, loss: 2.1193 +2025-05-27 03:26:00,866 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:35:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.1826, loss: 2.1826 +2025-05-27 03:26:43,729 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:34:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.0334, loss: 2.0334 +2025-05-27 03:27:26,785 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:34:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.0657, loss: 2.0657 +2025-05-27 03:27:29,901 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-27 03:28:46,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:28:46,810 - pyskl - INFO - +top1_acc 0.8819 +top5_acc 0.9824 +2025-05-27 03:28:46,812 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8819, top5_acc: 0.9824 +2025-05-27 03:29:51,186 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:33:32, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.9396, loss: 1.9396 +2025-05-27 03:30:34,156 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:32:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.9984, loss: 1.9984 +2025-05-27 03:31:17,122 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:32:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 2.0007, loss: 2.0007 +2025-05-27 03:31:59,932 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:31:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.0137, loss: 2.0137 +2025-05-27 03:32:42,722 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:30:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 2.0231, loss: 2.0231 +2025-05-27 03:33:25,482 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:29:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9935, loss: 1.9935 +2025-05-27 03:34:08,305 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:29:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.9532, loss: 1.9532 +2025-05-27 03:34:51,448 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:28:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.9919, loss: 1.9919 +2025-05-27 03:35:34,584 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:27:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 2.0171, loss: 2.0171 +2025-05-27 03:36:17,536 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:26:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.0544, loss: 2.0544 +2025-05-27 03:37:00,498 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:26:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 2.0813, loss: 2.0813 +2025-05-27 03:37:43,426 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:25:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9988, loss_cls: 2.0210, loss: 2.0210 +2025-05-27 03:38:26,316 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:24:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.0036, loss: 2.0036 +2025-05-27 03:39:09,186 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:23:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 1.9614, loss: 1.9614 +2025-05-27 03:39:52,078 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:23:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.0173, loss: 2.0173 +2025-05-27 03:40:35,060 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:22:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0103, loss: 2.0103 +2025-05-27 03:41:17,990 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:21:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 2.0364, loss: 2.0364 +2025-05-27 03:42:00,894 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:20:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 1.9930, loss: 1.9930 +2025-05-27 03:42:43,785 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:20:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.9919, loss: 1.9919 +2025-05-27 03:43:26,689 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:19:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.9518, loss: 1.9518 +2025-05-27 03:44:09,784 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:18:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.9233, loss: 1.9233 +2025-05-27 03:44:52,970 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:18:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.1212, loss: 2.1212 +2025-05-27 03:45:35,991 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:17:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 2.1136, loss: 2.1136 +2025-05-27 03:46:18,947 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:16:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9703, loss: 1.9703 +2025-05-27 03:47:01,861 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:15:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.9925, loss: 1.9925 +2025-05-27 03:47:04,927 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-27 03:55:25,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:55:25,764 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9813 +2025-05-27 03:55:25,766 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8794, top5_acc: 0.9813 +2025-05-27 03:56:29,893 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:15:15, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.9970, loss: 1.9970 +2025-05-27 03:57:12,830 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:14:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.9438, loss: 1.9438 +2025-05-27 03:57:55,655 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:13:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9838, loss: 1.9838 +2025-05-27 03:58:38,512 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:13:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.8537, loss: 1.8537 +2025-05-27 03:59:21,421 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:12:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.0231, loss: 2.0231 +2025-05-27 04:00:04,314 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:11:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 1.9235, loss: 1.9235 +2025-05-27 04:00:47,215 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:10:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.9692, loss: 1.9692 +2025-05-27 04:01:30,161 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:10:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 1.9886, loss: 1.9886 +2025-05-27 04:02:13,189 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 18:09:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.9487, loss: 1.9487 +2025-05-27 04:02:56,092 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 18:08:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.0397, loss: 2.0397 +2025-05-27 04:03:39,147 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 18:07:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.9460, loss: 1.9460 +2025-05-27 04:04:22,011 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 18:07:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.0384, loss: 2.0384 +2025-05-27 04:05:05,024 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 18:06:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.9767, loss: 1.9767 +2025-05-27 04:05:48,014 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 18:05:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.9627, loss: 1.9627 +2025-05-27 04:06:31,023 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 18:04:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.9621, loss: 1.9621 +2025-05-27 04:07:14,025 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 18:04:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.0847, loss: 2.0847 +2025-05-27 04:07:56,995 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 18:03:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.0964, loss: 2.0964 +2025-05-27 04:08:39,932 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 18:02:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9157, loss: 1.9157 +2025-05-27 04:09:22,874 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 18:01:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.9070, loss: 1.9070 +2025-05-27 04:10:05,799 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 18:01:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.0545, loss: 2.0545 +2025-05-27 04:10:48,734 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 18:00:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.9869, loss: 1.9869 +2025-05-27 04:11:31,630 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 17:59:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 2.0237, loss: 2.0237 +2025-05-27 04:12:14,571 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 17:59:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 2.0611, loss: 2.0611 +2025-05-27 04:12:57,511 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 17:58:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 2.0870, loss: 2.0870 +2025-05-27 04:13:40,390 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 17:57:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 2.0099, loss: 2.0099 +2025-05-27 04:13:43,455 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-27 04:14:59,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:14:59,800 - pyskl - INFO - +top1_acc 0.8910 +top5_acc 0.9837 +2025-05-27 04:14:59,802 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8910, top5_acc: 0.9837 +2025-05-27 04:16:03,937 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 17:56:58, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.8615, loss: 1.8615 +2025-05-27 04:16:47,057 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 17:56:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.8907, loss: 1.8907 +2025-05-27 04:17:30,157 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 17:55:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.9917, loss: 1.9917 +2025-05-27 04:18:13,167 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 17:54:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.9401, loss: 1.9401 +2025-05-27 04:18:56,185 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 17:54:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9565, loss: 1.9565 +2025-05-27 04:19:39,203 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 17:53:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.9791, loss: 1.9791 +2025-05-27 04:20:22,248 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 17:52:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.9999, loss: 1.9999 +2025-05-27 04:21:05,362 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 17:51:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.9749, loss: 1.9749 +2025-05-27 04:21:48,467 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 17:51:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.9305, loss: 1.9305 +2025-05-27 04:22:31,664 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 17:50:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.9760, loss: 1.9760 +2025-05-27 04:23:14,762 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:49:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.0031, loss: 2.0031 +2025-05-27 04:23:57,852 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:48:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.9381, loss: 1.9381 +2025-05-27 04:24:40,901 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:48:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.9615, loss: 1.9615 +2025-05-27 04:25:23,804 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:47:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.0291, loss: 2.0291 +2025-05-27 04:26:06,801 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:46:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 2.0029, loss: 2.0029 +2025-05-27 04:26:49,926 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:45:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.9174, loss: 1.9174 +2025-05-27 04:27:33,138 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:45:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.0679, loss: 2.0679 +2025-05-27 04:28:16,290 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:44:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.0442, loss: 2.0442 +2025-05-27 04:28:59,319 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:43:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.0389, loss: 2.0389 +2025-05-27 04:29:42,226 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:42:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.9682, loss: 1.9682 +2025-05-27 04:30:25,167 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:42:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 1.9379, loss: 1.9379 +2025-05-27 04:31:07,991 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:41:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.9596, loss: 1.9596 +2025-05-27 04:31:50,846 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:40:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.9852, loss: 1.9852 +2025-05-27 04:32:33,733 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:40:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.9620, loss: 1.9620 +2025-05-27 04:33:16,626 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:39:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.9370, loss: 1.9370 +2025-05-27 04:33:19,705 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-27 04:34:36,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:34:36,116 - pyskl - INFO - +top1_acc 0.8917 +top5_acc 0.9853 +2025-05-27 04:34:36,119 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8917, top5_acc: 0.9853 +2025-05-27 04:35:40,145 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:38:43, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9124, loss: 1.9124 +2025-05-27 04:36:23,134 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:37:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9368, loss: 1.9368 +2025-05-27 04:37:06,057 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:37:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.9034, loss: 1.9034 +2025-05-27 04:37:48,978 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:36:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.9126, loss: 1.9126 +2025-05-27 04:38:31,829 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:35:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.8967, loss: 1.8967 +2025-05-27 04:39:14,754 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:35:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.8723, loss: 1.8723 +2025-05-27 04:39:57,612 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:34:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 1.8775, loss: 1.8775 +2025-05-27 04:40:40,373 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:33:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 1.9155, loss: 1.9155 +2025-05-27 04:41:23,371 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:32:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.9072, loss: 1.9072 +2025-05-27 04:42:06,361 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:32:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.8742, loss: 1.8742 +2025-05-27 04:42:49,369 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:31:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9436, loss: 1.9436 +2025-05-27 04:43:32,405 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:30:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 2.0675, loss: 2.0675 +2025-05-27 04:44:15,321 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:29:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.0914, loss: 2.0914 +2025-05-27 04:44:58,355 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:29:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.0244, loss: 2.0244 +2025-05-27 04:45:41,342 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:28:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.9146, loss: 1.9146 +2025-05-27 04:46:24,309 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:27:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0017, loss: 2.0017 +2025-05-27 04:47:07,331 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:26:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.9619, loss: 1.9619 +2025-05-27 04:47:50,315 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:26:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 1.9719, loss: 1.9719 +2025-05-27 04:48:33,250 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:25:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.0359, loss: 2.0359 +2025-05-27 04:49:16,230 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:24:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.9735, loss: 1.9735 +2025-05-27 04:49:59,258 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:23:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9773, loss: 1.9773 +2025-05-27 04:50:42,305 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:23:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.9745, loss: 1.9745 +2025-05-27 04:51:25,249 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:22:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9364, loss: 1.9364 +2025-05-27 04:52:08,208 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:21:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 2.0980, loss: 2.0980 +2025-05-27 04:52:51,221 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:21:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.9949, loss: 1.9949 +2025-05-27 04:52:54,323 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-27 04:54:10,873 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:54:10,941 - pyskl - INFO - +top1_acc 0.8738 +top5_acc 0.9811 +2025-05-27 04:54:10,943 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8738, top5_acc: 0.9811 +2025-05-27 04:55:15,014 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:20:26, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.9089, loss: 1.9089 +2025-05-27 04:55:57,922 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:19:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.9083, loss: 1.9083 +2025-05-27 04:56:40,819 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:18:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9128, loss: 1.9128 +2025-05-27 04:57:23,661 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:18:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.9025, loss: 1.9025 +2025-05-27 04:58:06,523 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:17:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.8806, loss: 1.8806 +2025-05-27 04:58:49,456 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:16:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.0297, loss: 2.0297 +2025-05-27 04:59:32,390 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:16:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9407, loss: 1.9407 +2025-05-27 05:00:15,377 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:15:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.9397, loss: 1.9397 +2025-05-27 05:00:58,402 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:14:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.8671, loss: 1.8671 +2025-05-27 05:01:41,512 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:13:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.9226, loss: 1.9226 +2025-05-27 05:02:24,535 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:13:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.8942, loss: 1.8942 +2025-05-27 05:03:07,523 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:12:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.9660, loss: 1.9660 +2025-05-27 05:03:50,379 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:11:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.0074, loss: 2.0074 +2025-05-27 05:04:33,263 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:10:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.9354, loss: 1.9354 +2025-05-27 05:05:16,242 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:10:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.9642, loss: 1.9642 +2025-05-27 05:05:59,223 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 17:09:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9681, loss: 1.9681 +2025-05-27 05:06:42,284 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 17:08:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8797, loss: 1.8797 +2025-05-27 05:07:25,233 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 17:07:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.9099, loss: 1.9099 +2025-05-27 05:08:08,094 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 17:07:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8951, loss: 1.8951 +2025-05-27 05:08:50,955 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 17:06:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.9785, loss: 1.9785 +2025-05-27 05:09:33,842 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 17:05:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.9470, loss: 1.9470 +2025-05-27 05:10:16,812 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 17:04:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 2.0092, loss: 2.0092 +2025-05-27 05:10:59,974 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 17:04:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.9425, loss: 1.9425 +2025-05-27 05:11:42,874 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 17:03:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.9953, loss: 1.9953 +2025-05-27 05:12:25,814 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 17:02:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.9499, loss: 1.9499 +2025-05-27 05:12:28,857 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-27 05:13:45,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:13:45,194 - pyskl - INFO - +top1_acc 0.8917 +top5_acc 0.9858 +2025-05-27 05:13:45,197 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8917, top5_acc: 0.9858 +2025-05-27 05:14:49,298 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 17:02:10, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.8148, loss: 1.8148 +2025-05-27 05:15:32,484 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 17:01:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.9440, loss: 1.9440 +2025-05-27 05:16:15,546 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 17:00:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.8873, loss: 1.8873 +2025-05-27 05:16:58,568 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 16:59:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.8699, loss: 1.8699 +2025-05-27 05:17:41,621 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 16:59:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8369, loss: 1.8369 +2025-05-27 05:18:24,657 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 16:58:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.9022, loss: 1.9022 +2025-05-27 05:19:07,674 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 16:57:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9469, loss: 1.9469 +2025-05-27 05:19:50,655 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 16:57:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8727, loss: 1.8727 +2025-05-27 05:20:33,600 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 16:56:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 1.9063, loss: 1.9063 +2025-05-27 05:21:16,612 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 16:55:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.9098, loss: 1.9098 +2025-05-27 05:21:59,863 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 16:54:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9098, loss: 1.9098 +2025-05-27 05:22:42,943 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 16:54:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.0392, loss: 2.0392 +2025-05-27 05:23:25,952 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 16:53:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.9447, loss: 1.9447 +2025-05-27 05:24:08,861 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 16:52:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.9287, loss: 1.9287 +2025-05-27 05:24:51,769 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 16:51:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.9158, loss: 1.9158 +2025-05-27 05:25:34,701 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 16:51:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.8773, loss: 1.8773 +2025-05-27 05:26:17,770 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:50:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.9533, loss: 1.9533 +2025-05-27 05:27:00,710 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:49:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 2.0344, loss: 2.0344 +2025-05-27 05:27:43,675 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:48:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.9018, loss: 1.9018 +2025-05-27 05:28:26,593 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:48:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.9739, loss: 1.9739 +2025-05-27 05:29:09,460 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:47:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.9348, loss: 1.9348 +2025-05-27 05:29:52,293 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:46:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9538, loss: 1.9538 +2025-05-27 05:30:35,162 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:45:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.9936, loss: 1.9936 +2025-05-27 05:31:18,109 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:45:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8863, loss: 1.8863 +2025-05-27 05:32:00,966 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:44:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 2.0497, loss: 2.0497 +2025-05-27 05:32:04,076 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-27 05:40:49,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:40:49,577 - pyskl - INFO - +top1_acc 0.8796 +top5_acc 0.9848 +2025-05-27 05:40:49,580 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8796, top5_acc: 0.9848 +2025-05-27 05:41:53,395 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:43:53, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.9138, loss: 1.9138 +2025-05-27 05:42:36,421 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:43:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8611, loss: 1.8611 +2025-05-27 05:43:19,378 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:42:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.8429, loss: 1.8429 +2025-05-27 05:44:02,234 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:41:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.8517, loss: 1.8517 +2025-05-27 05:44:45,171 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:40:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.8151, loss: 1.8151 +2025-05-27 05:45:28,017 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:40:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.8961, loss: 1.8961 +2025-05-27 05:46:10,866 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:39:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.9006, loss: 1.9006 +2025-05-27 05:46:53,790 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:38:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8942, loss: 1.8942 +2025-05-27 05:47:36,777 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:38:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8852, loss: 1.8852 +2025-05-27 05:48:20,039 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:37:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.8955, loss: 1.8955 +2025-05-27 05:49:03,225 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:36:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.9139, loss: 1.9139 +2025-05-27 05:49:46,327 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:35:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.8969, loss: 1.8969 +2025-05-27 05:50:29,251 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:35:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.9305, loss: 1.9305 +2025-05-27 05:51:12,212 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:34:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8975, loss: 1.8975 +2025-05-27 05:51:55,189 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:33:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.9571, loss: 1.9571 +2025-05-27 05:52:38,155 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:32:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.9414, loss: 1.9414 +2025-05-27 05:53:21,269 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:32:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.9601, loss: 1.9601 +2025-05-27 05:54:04,220 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:31:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.9949, loss: 1.9949 +2025-05-27 05:54:47,166 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:30:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.0111, loss: 2.0111 +2025-05-27 05:55:30,195 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:29:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.0066, loss: 2.0066 +2025-05-27 05:56:13,198 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:29:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 1.9002, loss: 1.9002 +2025-05-27 05:56:56,162 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:28:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 1.9133, loss: 1.9133 +2025-05-27 05:57:39,027 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:27:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.9201, loss: 1.9201 +2025-05-27 05:58:21,870 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:26:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8773, loss: 1.8773 +2025-05-27 05:59:04,682 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:26:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 1.9366, loss: 1.9366 +2025-05-27 05:59:07,783 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-27 06:00:24,016 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:00:24,083 - pyskl - INFO - +top1_acc 0.8581 +top5_acc 0.9771 +2025-05-27 06:00:24,086 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8581, top5_acc: 0.9771 +2025-05-27 06:01:28,221 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:25:37, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.8769, loss: 1.8769 +2025-05-27 06:02:11,110 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:24:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7820, loss: 1.7820 +2025-05-27 06:02:54,051 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:24:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.7926, loss: 1.7926 +2025-05-27 06:03:36,859 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:23:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.9050, loss: 1.9050 +2025-05-27 06:04:19,787 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:22:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8153, loss: 1.8153 +2025-05-27 06:05:02,641 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:21:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.8227, loss: 1.8227 +2025-05-27 06:05:45,540 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:21:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.8085, loss: 1.8085 +2025-05-27 06:06:28,513 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:20:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9938, loss_cls: 1.9021, loss: 1.9021 +2025-05-27 06:07:11,487 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:19:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.9413, loss: 1.9413 +2025-05-27 06:07:54,459 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:18:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.8079, loss: 1.8079 +2025-05-27 06:08:37,395 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:18:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.8364, loss: 1.8364 +2025-05-27 06:09:20,385 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:17:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.9435, loss: 1.9435 +2025-05-27 06:10:03,341 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:16:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.9167, loss: 1.9167 +2025-05-27 06:10:46,274 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:16:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.8743, loss: 1.8743 +2025-05-27 06:11:29,331 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:15:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.9356, loss: 1.9356 +2025-05-27 06:12:12,379 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:14:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9906, loss_cls: 1.9309, loss: 1.9309 +2025-05-27 06:12:55,341 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:13:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8352, loss: 1.8352 +2025-05-27 06:13:38,400 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:13:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8930, loss: 1.8930 +2025-05-27 06:14:21,455 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:12:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9994, loss_cls: 1.9675, loss: 1.9675 +2025-05-27 06:15:04,417 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:11:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 1.9999, loss: 1.9999 +2025-05-27 06:15:47,322 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:10:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 1.8370, loss: 1.8370 +2025-05-27 06:16:30,191 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:10:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.8344, loss: 1.8344 +2025-05-27 06:17:13,094 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:09:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.8056, loss: 1.8056 +2025-05-27 06:17:56,058 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 16:08:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.0025, loss: 2.0025 +2025-05-27 06:18:39,094 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 16:07:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.9282, loss: 1.9282 +2025-05-27 06:18:42,167 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-27 06:19:58,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:19:58,765 - pyskl - INFO - +top1_acc 0.8783 +top5_acc 0.9808 +2025-05-27 06:19:58,768 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8783, top5_acc: 0.9808 +2025-05-27 06:21:03,236 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 16:07:21, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7824, loss: 1.7824 +2025-05-27 06:21:46,400 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 16:06:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8139, loss: 1.8139 +2025-05-27 06:22:29,417 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 16:05:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8462, loss: 1.8462 +2025-05-27 06:23:12,406 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 16:05:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.8592, loss: 1.8592 +2025-05-27 06:23:55,391 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 16:04:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8502, loss: 1.8502 +2025-05-27 06:24:38,346 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 16:03:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8455, loss: 1.8455 +2025-05-27 06:25:21,373 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 16:02:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8589, loss: 1.8589 +2025-05-27 06:26:04,407 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 16:02:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.8401, loss: 1.8401 +2025-05-27 06:26:47,435 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 16:01:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.7514, loss: 1.7514 +2025-05-27 06:27:30,539 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 16:00:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 1.8470, loss: 1.8470 +2025-05-27 06:28:13,555 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 16:00:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.8461, loss: 1.8461 +2025-05-27 06:28:56,555 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 15:59:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.8490, loss: 1.8490 +2025-05-27 06:29:39,515 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 15:58:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.8572, loss: 1.8572 +2025-05-27 06:30:22,540 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 15:57:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.8863, loss: 1.8863 +2025-05-27 06:31:05,545 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 15:57:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.8285, loss: 1.8285 +2025-05-27 06:31:48,567 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 15:56:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8504, loss: 1.8504 +2025-05-27 06:32:31,538 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 15:55:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8400, loss: 1.8400 +2025-05-27 06:33:14,483 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 15:54:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.8500, loss: 1.8500 +2025-05-27 06:33:57,423 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 15:54:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.8860, loss: 1.8860 +2025-05-27 06:34:40,385 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 15:53:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 1.8311, loss: 1.8311 +2025-05-27 06:35:23,373 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 15:52:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9303, loss: 1.9303 +2025-05-27 06:36:06,283 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 15:51:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.8567, loss: 1.8567 +2025-05-27 06:36:49,224 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:51:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.8501, loss: 1.8501 +2025-05-27 06:37:32,073 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:50:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.8415, loss: 1.8415 +2025-05-27 06:38:14,984 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:49:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9433, loss: 1.9433 +2025-05-27 06:38:18,066 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-27 06:39:34,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:39:34,697 - pyskl - INFO - +top1_acc 0.8902 +top5_acc 0.9859 +2025-05-27 06:39:34,699 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8902, top5_acc: 0.9859 +2025-05-27 06:40:38,833 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:49:05, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7330, loss: 1.7330 +2025-05-27 06:41:21,838 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:48:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.8060, loss: 1.8060 +2025-05-27 06:42:04,961 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:47:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.8662, loss: 1.8662 +2025-05-27 06:42:47,915 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:46:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7794, loss: 1.7794 +2025-05-27 06:43:30,971 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:46:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.8209, loss: 1.8209 +2025-05-27 06:44:14,127 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:45:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8532, loss: 1.8532 +2025-05-27 06:44:57,297 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:44:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.7747, loss: 1.7747 +2025-05-27 06:45:40,167 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:43:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7831, loss: 1.7831 +2025-05-27 06:46:23,122 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:43:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.8547, loss: 1.8547 +2025-05-27 06:47:06,118 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:42:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.8506, loss: 1.8506 +2025-05-27 06:47:49,058 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:41:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.8784, loss: 1.8784 +2025-05-27 06:48:32,103 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:41:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.8557, loss: 1.8557 +2025-05-27 06:49:15,117 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:40:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.8321, loss: 1.8321 +2025-05-27 06:49:58,057 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:39:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 1.8664, loss: 1.8664 +2025-05-27 06:50:41,227 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:38:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.7912, loss: 1.7912 +2025-05-27 06:51:24,261 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:38:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.8333, loss: 1.8333 +2025-05-27 06:52:07,213 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:37:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8157, loss: 1.8157 +2025-05-27 06:52:50,342 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:36:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.7623, loss: 1.7623 +2025-05-27 06:53:33,267 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:35:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 1.9024, loss: 1.9024 +2025-05-27 06:54:16,368 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:35:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 1.9324, loss: 1.9324 +2025-05-27 06:54:59,364 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:34:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9925, loss_cls: 1.8894, loss: 1.8894 +2025-05-27 06:55:42,291 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:33:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8743, loss: 1.8743 +2025-05-27 06:56:25,236 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:32:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 1.8514, loss: 1.8514 +2025-05-27 06:57:08,364 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:32:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8963, loss: 1.8963 +2025-05-27 06:57:51,524 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:31:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.8653, loss: 1.8653 +2025-05-27 06:57:54,617 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-27 06:59:11,090 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:59:11,158 - pyskl - INFO - +top1_acc 0.8965 +top5_acc 0.9862 +2025-05-27 06:59:11,215 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_84.pth was removed +2025-05-27 06:59:12,268 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-05-27 06:59:12,269 - pyskl - INFO - Best top1_acc is 0.8965 at 99 epoch. +2025-05-27 06:59:12,272 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8965, top5_acc: 0.9862 +2025-05-27 07:00:16,440 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:30:49, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.8387, loss: 1.8387 +2025-05-27 07:00:59,167 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:30:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.8028, loss: 1.8028 +2025-05-27 07:01:42,043 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:29:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.7266, loss: 1.7266 +2025-05-27 07:02:24,783 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:28:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.8267, loss: 1.8267 +2025-05-27 07:03:07,963 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:27:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7919, loss: 1.7919 +2025-05-27 07:03:51,279 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:27:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.8714, loss: 1.8714 +2025-05-27 07:04:34,172 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:26:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.8413, loss: 1.8413 +2025-05-27 07:05:17,017 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:25:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.7934, loss: 1.7934 +2025-05-27 07:05:59,829 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:24:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7795, loss: 1.7795 +2025-05-27 07:06:42,879 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:24:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.7520, loss: 1.7520 +2025-05-27 07:07:25,946 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:23:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.8654, loss: 1.8654 +2025-05-27 07:08:08,970 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:22:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.8852, loss: 1.8852 +2025-05-27 07:08:51,801 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:22:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8601, loss: 1.8601 +2025-05-27 07:09:34,636 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:21:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 1.9255, loss: 1.9255 +2025-05-27 07:10:17,398 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:20:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 1.7625, loss: 1.7625 +2025-05-27 07:11:00,182 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:19:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8541, loss: 1.8541 +2025-05-27 07:11:42,929 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:19:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.8294, loss: 1.8294 +2025-05-27 07:12:25,681 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:18:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.7128, loss: 1.7128 +2025-05-27 07:13:08,488 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:17:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.8534, loss: 1.8534 +2025-05-27 07:13:51,338 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:16:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.8631, loss: 1.8631 +2025-05-27 07:14:34,080 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:16:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.8653, loss: 1.8653 +2025-05-27 07:15:16,766 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:15:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.8139, loss: 1.8139 +2025-05-27 07:15:59,630 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:14:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.9269, loss: 1.9269 +2025-05-27 07:16:42,449 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:13:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7991, loss: 1.7991 +2025-05-27 07:17:25,425 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:13:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.8120, loss: 1.8120 +2025-05-27 07:17:28,569 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-27 07:26:06,437 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:26:06,504 - pyskl - INFO - +top1_acc 0.8882 +top5_acc 0.9836 +2025-05-27 07:26:06,506 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8882, top5_acc: 0.9836 +2025-05-27 07:27:10,808 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:12:32, time: 0.643, data_time: 0.215, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.7559, loss: 1.7559 +2025-05-27 07:27:53,634 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:11:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7314, loss: 1.7314 +2025-05-27 07:28:36,584 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:11:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.8008, loss: 1.8008 +2025-05-27 07:29:19,563 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:10:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.8966, loss: 1.8966 +2025-05-27 07:30:02,528 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:09:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.7852, loss: 1.7852 +2025-05-27 07:30:45,437 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:08:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.8591, loss: 1.8591 +2025-05-27 07:31:28,413 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 15:08:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 1.7553, loss: 1.7553 +2025-05-27 07:32:11,298 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 15:07:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.8002, loss: 1.8002 +2025-05-27 07:32:54,339 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 15:06:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7795, loss: 1.7795 +2025-05-27 07:33:37,300 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 15:05:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.8257, loss: 1.8257 +2025-05-27 07:34:20,245 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 15:05:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8494, loss: 1.8494 +2025-05-27 07:35:03,377 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 15:04:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7867, loss: 1.7867 +2025-05-27 07:35:46,550 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 15:03:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7807, loss: 1.7807 +2025-05-27 07:36:29,767 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 15:02:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7807, loss: 1.7807 +2025-05-27 07:37:12,814 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 15:02:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8824, loss: 1.8824 +2025-05-27 07:37:55,770 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 15:01:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.8615, loss: 1.8615 +2025-05-27 07:38:38,616 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 15:00:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.9024, loss: 1.9024 +2025-05-27 07:39:21,538 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 15:00:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7209, loss: 1.7209 +2025-05-27 07:40:04,519 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 14:59:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.7875, loss: 1.7875 +2025-05-27 07:40:47,499 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 14:58:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.7596, loss: 1.7596 +2025-05-27 07:41:30,466 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 14:57:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.7811, loss: 1.7811 +2025-05-27 07:42:13,510 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 14:57:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8398, loss: 1.8398 +2025-05-27 07:42:56,562 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 14:56:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.7606, loss: 1.7606 +2025-05-27 07:43:39,626 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 14:55:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.7594, loss: 1.7594 +2025-05-27 07:44:22,661 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 14:54:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.8509, loss: 1.8509 +2025-05-27 07:44:25,784 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-27 07:45:42,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:45:42,176 - pyskl - INFO - +top1_acc 0.8905 +top5_acc 0.9839 +2025-05-27 07:45:42,179 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8905, top5_acc: 0.9839 +2025-05-27 07:46:45,818 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 14:54:16, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7836, loss: 1.7836 +2025-05-27 07:47:28,730 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 14:53:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7312, loss: 1.7312 +2025-05-27 07:48:11,694 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 14:52:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7413, loss: 1.7413 +2025-05-27 07:48:54,514 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 14:52:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.8068, loss: 1.8068 +2025-05-27 07:49:37,313 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:51:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6808, loss: 1.6808 +2025-05-27 07:50:20,215 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:50:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.7984, loss: 1.7984 +2025-05-27 07:51:03,114 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:49:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.8006, loss: 1.8006 +2025-05-27 07:51:46,088 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:49:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.7931, loss: 1.7931 +2025-05-27 07:52:29,187 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:48:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.8016, loss: 1.8016 +2025-05-27 07:53:12,049 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:47:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.7815, loss: 1.7815 +2025-05-27 07:53:55,002 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:46:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.7393, loss: 1.7393 +2025-05-27 07:54:38,002 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:46:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7613, loss: 1.7613 +2025-05-27 07:55:21,044 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:45:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8619, loss: 1.8619 +2025-05-27 07:56:04,001 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:44:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.7895, loss: 1.7895 +2025-05-27 07:56:47,003 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:43:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8458, loss: 1.8458 +2025-05-27 07:57:30,017 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:43:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.7178, loss: 1.7178 +2025-05-27 07:58:12,887 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:42:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.7662, loss: 1.7662 +2025-05-27 07:58:55,721 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:41:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.7415, loss: 1.7415 +2025-05-27 07:59:38,393 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:41:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.7875, loss: 1.7875 +2025-05-27 08:00:21,278 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:40:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.8045, loss: 1.8045 +2025-05-27 08:01:04,249 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:39:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.8056, loss: 1.8056 +2025-05-27 08:01:47,306 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:38:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 1.7929, loss: 1.7929 +2025-05-27 08:02:30,241 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:38:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.7161, loss: 1.7161 +2025-05-27 08:03:13,153 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:37:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 1.8119, loss: 1.8119 +2025-05-27 08:03:55,926 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:36:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.8197, loss: 1.8197 +2025-05-27 08:03:59,021 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-27 08:05:15,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:05:15,542 - pyskl - INFO - +top1_acc 0.8844 +top5_acc 0.9755 +2025-05-27 08:05:15,545 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8844, top5_acc: 0.9755 +2025-05-27 08:06:19,899 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:35:59, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6911, loss: 1.6911 +2025-05-27 08:07:02,816 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:35:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.6914, loss: 1.6914 +2025-05-27 08:07:45,682 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:34:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.7483, loss: 1.7483 +2025-05-27 08:08:28,750 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:33:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.8196, loss: 1.8196 +2025-05-27 08:09:11,797 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:33:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.7527, loss: 1.7527 +2025-05-27 08:09:54,787 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:32:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.7115, loss: 1.7115 +2025-05-27 08:10:37,694 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:31:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7550, loss: 1.7550 +2025-05-27 08:11:20,703 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:30:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.7584, loss: 1.7584 +2025-05-27 08:12:03,639 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:30:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.8087, loss: 1.8087 +2025-05-27 08:12:46,603 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:29:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7795, loss: 1.7795 +2025-05-27 08:13:29,455 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:28:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.7206, loss: 1.7206 +2025-05-27 08:14:12,455 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:27:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7333, loss: 1.7333 +2025-05-27 08:14:55,347 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:27:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7465, loss: 1.7465 +2025-05-27 08:15:38,273 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:26:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7425, loss: 1.7425 +2025-05-27 08:16:21,123 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:25:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 1.7497, loss: 1.7497 +2025-05-27 08:17:03,990 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:24:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8115, loss: 1.8115 +2025-05-27 08:17:46,846 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:24:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7787, loss: 1.7787 +2025-05-27 08:18:29,735 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:23:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7939, loss: 1.7939 +2025-05-27 08:19:12,603 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:22:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.7567, loss: 1.7567 +2025-05-27 08:19:55,488 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:22:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7710, loss: 1.7710 +2025-05-27 08:20:38,284 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:21:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7741, loss: 1.7741 +2025-05-27 08:21:21,106 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:20:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7445, loss: 1.7445 +2025-05-27 08:22:03,962 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:19:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8108, loss: 1.8108 +2025-05-27 08:22:46,856 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:19:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.7861, loss: 1.7861 +2025-05-27 08:23:29,635 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:18:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8099, loss: 1.8099 +2025-05-27 08:23:32,665 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-27 08:24:49,045 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:24:49,112 - pyskl - INFO - +top1_acc 0.9016 +top5_acc 0.9872 +2025-05-27 08:24:49,171 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_99.pth was removed +2025-05-27 08:24:50,226 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2025-05-27 08:24:50,227 - pyskl - INFO - Best top1_acc is 0.9016 at 103 epoch. +2025-05-27 08:24:50,230 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.9016, top5_acc: 0.9872 +2025-05-27 08:25:54,730 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:17:43, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.7195, loss: 1.7195 +2025-05-27 08:26:37,702 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:16:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.6623, loss: 1.6623 +2025-05-27 08:27:20,605 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:16:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7299, loss: 1.7299 +2025-05-27 08:28:03,561 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:15:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 1.7290, loss: 1.7290 +2025-05-27 08:28:46,457 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:14:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7799, loss: 1.7799 +2025-05-27 08:29:29,290 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:14:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7136, loss: 1.7136 +2025-05-27 08:30:12,249 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:13:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.7072, loss: 1.7072 +2025-05-27 08:30:55,143 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:12:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7159, loss: 1.7159 +2025-05-27 08:31:38,102 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:11:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7123, loss: 1.7123 +2025-05-27 08:32:21,126 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:11:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6968, loss: 1.6968 +2025-05-27 08:33:04,156 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:10:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6956, loss: 1.6956 +2025-05-27 08:33:47,387 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:09:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6468, loss: 1.6468 +2025-05-27 08:34:30,420 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:08:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.7308, loss: 1.7308 +2025-05-27 08:35:13,327 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:08:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.7784, loss: 1.7784 +2025-05-27 08:35:56,269 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 14:07:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.8218, loss: 1.8218 +2025-05-27 08:36:39,131 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 14:06:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.8078, loss: 1.8078 +2025-05-27 08:37:22,083 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 14:05:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7750, loss: 1.7750 +2025-05-27 08:38:04,890 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 14:05:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 1.7827, loss: 1.7827 +2025-05-27 08:38:47,783 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 14:04:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.7604, loss: 1.7604 +2025-05-27 08:39:30,594 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 14:03:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7534, loss: 1.7534 +2025-05-27 08:40:13,528 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 14:03:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.7423, loss: 1.7423 +2025-05-27 08:40:56,429 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 14:02:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.8816, loss: 1.8816 +2025-05-27 08:41:39,446 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 14:01:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.7423, loss: 1.7423 +2025-05-27 08:42:22,371 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 14:00:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.7982, loss: 1.7982 +2025-05-27 08:43:05,354 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 14:00:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.8943, loss: 1.8943 +2025-05-27 08:43:08,472 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-27 08:44:24,820 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:44:24,887 - pyskl - INFO - +top1_acc 0.8880 +top5_acc 0.9827 +2025-05-27 08:44:24,890 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8880, top5_acc: 0.9827 +2025-05-27 08:45:29,167 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 13:59:26, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.7285, loss: 1.7285 +2025-05-27 08:46:12,155 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 13:58:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.7140, loss: 1.7140 +2025-05-27 08:46:55,075 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 13:57:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6877, loss: 1.6877 +2025-05-27 08:47:37,977 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 13:57:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.8030, loss: 1.8030 +2025-05-27 08:48:20,974 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 13:56:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 1.7499, loss: 1.7499 +2025-05-27 08:49:03,879 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 13:55:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.7208, loss: 1.7208 +2025-05-27 08:49:46,795 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 13:55:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.7640, loss: 1.7640 +2025-05-27 08:50:29,742 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 13:54:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7023, loss: 1.7023 +2025-05-27 08:51:12,562 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 13:53:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7051, loss: 1.7051 +2025-05-27 08:51:55,345 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 13:52:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.7403, loss: 1.7403 +2025-05-27 08:52:38,235 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:52:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8100, loss: 1.8100 +2025-05-27 08:53:21,084 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:51:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7378, loss: 1.7378 +2025-05-27 08:54:04,021 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:50:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.7307, loss: 1.7307 +2025-05-27 08:54:47,075 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:49:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7741, loss: 1.7741 +2025-05-27 08:55:30,089 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:49:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7211, loss: 1.7211 +2025-05-27 08:56:13,037 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:48:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.7485, loss: 1.7485 +2025-05-27 08:56:55,914 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:47:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.7082, loss: 1.7082 +2025-05-27 08:57:38,717 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:46:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.8308, loss: 1.8308 +2025-05-27 08:58:21,642 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:46:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.7310, loss: 1.7310 +2025-05-27 08:59:04,514 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:45:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.7368, loss: 1.7368 +2025-05-27 08:59:47,278 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:44:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.7476, loss: 1.7476 +2025-05-27 09:00:30,108 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:44:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.7680, loss: 1.7680 +2025-05-27 09:01:12,898 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:43:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7525, loss: 1.7525 +2025-05-27 09:01:55,742 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:42:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7988, loss: 1.7988 +2025-05-27 09:02:38,639 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:41:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.7278, loss: 1.7278 +2025-05-27 09:02:41,758 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-27 09:11:51,618 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:11:51,685 - pyskl - INFO - +top1_acc 0.8876 +top5_acc 0.9839 +2025-05-27 09:11:51,687 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8876, top5_acc: 0.9839 +2025-05-27 09:12:55,395 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:41:09, time: 0.637, data_time: 0.211, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7007, loss: 1.7007 +2025-05-27 09:13:38,170 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:40:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7495, loss: 1.7495 +2025-05-27 09:14:20,901 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:39:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.6632, loss: 1.6632 +2025-05-27 09:15:03,690 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:38:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7121, loss: 1.7121 +2025-05-27 09:15:46,472 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:38:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.7235, loss: 1.7235 +2025-05-27 09:16:29,272 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:37:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7664, loss: 1.7664 +2025-05-27 09:17:12,138 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:36:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7504, loss: 1.7504 +2025-05-27 09:17:54,966 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:36:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7438, loss: 1.7438 +2025-05-27 09:18:37,778 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:35:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7017, loss: 1.7017 +2025-05-27 09:19:20,714 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:34:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6687, loss: 1.6687 +2025-05-27 09:20:03,649 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:33:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7133, loss: 1.7133 +2025-05-27 09:20:46,589 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:33:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7459, loss: 1.7459 +2025-05-27 09:21:29,649 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:32:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.6547, loss: 1.6547 +2025-05-27 09:22:12,573 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:31:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.6987, loss: 1.6987 +2025-05-27 09:22:55,471 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:30:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7037, loss: 1.7037 +2025-05-27 09:23:38,392 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:30:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7066, loss: 1.7066 +2025-05-27 09:24:21,074 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:29:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.7672, loss: 1.7672 +2025-05-27 09:25:04,065 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:28:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7652, loss: 1.7652 +2025-05-27 09:25:47,184 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:27:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6976, loss: 1.6976 +2025-05-27 09:26:30,206 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:27:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.7479, loss: 1.7479 +2025-05-27 09:27:13,326 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:26:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7103, loss: 1.7103 +2025-05-27 09:27:56,385 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:25:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6902, loss: 1.6902 +2025-05-27 09:28:39,356 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:25:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.7073, loss: 1.7073 +2025-05-27 09:29:22,306 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:24:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7577, loss: 1.7577 +2025-05-27 09:30:05,336 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:23:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7500, loss: 1.7500 +2025-05-27 09:30:08,422 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-27 09:31:25,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:31:25,213 - pyskl - INFO - +top1_acc 0.8985 +top5_acc 0.9849 +2025-05-27 09:31:25,216 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8985, top5_acc: 0.9849 +2025-05-27 09:32:29,095 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:22:53, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6505, loss: 1.6505 +2025-05-27 09:33:12,093 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:22:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.6085, loss: 1.6085 +2025-05-27 09:33:55,165 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:21:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6304, loss: 1.6304 +2025-05-27 09:34:38,105 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:20:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.6917, loss: 1.6917 +2025-05-27 09:35:21,130 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:19:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.6877, loss: 1.6877 +2025-05-27 09:36:04,129 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:19:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6532, loss: 1.6532 +2025-05-27 09:36:47,115 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:18:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.6520, loss: 1.6520 +2025-05-27 09:37:30,072 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:17:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.7236, loss: 1.7236 +2025-05-27 09:38:13,061 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:17:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6819, loss: 1.6819 +2025-05-27 09:38:56,078 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:16:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6716, loss: 1.6716 +2025-05-27 09:39:39,138 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:15:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7097, loss: 1.7097 +2025-05-27 09:40:22,161 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:14:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.6810, loss: 1.6810 +2025-05-27 09:41:05,217 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:14:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6469, loss: 1.6469 +2025-05-27 09:41:48,141 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:13:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.6537, loss: 1.6537 +2025-05-27 09:42:31,054 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:12:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7606, loss: 1.7606 +2025-05-27 09:43:14,021 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:11:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6785, loss: 1.6785 +2025-05-27 09:43:56,907 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:11:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5995, loss: 1.5995 +2025-05-27 09:44:39,766 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:10:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.6732, loss: 1.6732 +2025-05-27 09:45:22,644 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:09:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6567, loss: 1.6567 +2025-05-27 09:46:05,637 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:08:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7101, loss: 1.7101 +2025-05-27 09:46:48,614 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:08:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.6595, loss: 1.6595 +2025-05-27 09:47:31,607 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:07:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.7145, loss: 1.7145 +2025-05-27 09:48:14,637 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 13:06:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6767, loss: 1.6767 +2025-05-27 09:48:57,665 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 13:06:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6608, loss: 1.6608 +2025-05-27 09:49:40,598 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 13:05:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7306, loss: 1.7306 +2025-05-27 09:49:43,703 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-27 09:51:00,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:51:00,273 - pyskl - INFO - +top1_acc 0.8970 +top5_acc 0.9859 +2025-05-27 09:51:00,275 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8970, top5_acc: 0.9859 +2025-05-27 09:52:03,926 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 13:04:36, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6231, loss: 1.6231 +2025-05-27 09:52:46,865 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 13:03:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6086, loss: 1.6086 +2025-05-27 09:53:29,827 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 13:03:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.6844, loss: 1.6844 +2025-05-27 09:54:12,759 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 13:02:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6788, loss: 1.6788 +2025-05-27 09:54:55,727 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 13:01:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6692, loss: 1.6692 +2025-05-27 09:55:38,582 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 13:00:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5986, loss: 1.5986 +2025-05-27 09:56:21,524 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 13:00:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.7552, loss: 1.7552 +2025-05-27 09:57:04,434 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 12:59:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.6803, loss: 1.6803 +2025-05-27 09:57:47,339 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 12:58:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.6902, loss: 1.6902 +2025-05-27 09:58:30,246 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 12:58:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6797, loss: 1.6797 +2025-05-27 09:59:13,241 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 12:57:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.6230, loss: 1.6230 +2025-05-27 09:59:56,366 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 12:56:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.6232, loss: 1.6232 +2025-05-27 10:00:39,447 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 12:55:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.6815, loss: 1.6815 +2025-05-27 10:01:22,395 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 12:55:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7037, loss: 1.7037 +2025-05-27 10:02:05,263 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 12:54:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.6217, loss: 1.6217 +2025-05-27 10:02:48,220 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 12:53:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.6475, loss: 1.6475 +2025-05-27 10:03:30,888 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:52:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5894, loss: 1.5894 +2025-05-27 10:04:13,831 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:52:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.6153, loss: 1.6153 +2025-05-27 10:04:56,797 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:51:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6949, loss: 1.6949 +2025-05-27 10:05:39,888 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:50:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6235, loss: 1.6235 +2025-05-27 10:06:22,939 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:49:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.7281, loss: 1.7281 +2025-05-27 10:07:05,923 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:49:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.6936, loss: 1.6936 +2025-05-27 10:07:48,829 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:48:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6869, loss: 1.6869 +2025-05-27 10:08:31,719 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:47:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.6218, loss: 1.6218 +2025-05-27 10:09:14,633 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:47:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7061, loss: 1.7061 +2025-05-27 10:09:17,731 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-27 10:10:34,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:10:34,080 - pyskl - INFO - +top1_acc 0.8854 +top5_acc 0.9828 +2025-05-27 10:10:34,082 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8854, top5_acc: 0.9828 +2025-05-27 10:11:38,144 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:46:20, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6816, loss: 1.6816 +2025-05-27 10:12:21,292 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:45:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6201, loss: 1.6201 +2025-05-27 10:13:04,421 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:44:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6627, loss: 1.6627 +2025-05-27 10:13:47,511 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:44:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.6327, loss: 1.6327 +2025-05-27 10:14:30,429 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:43:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.6116, loss: 1.6116 +2025-05-27 10:15:13,435 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:42:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5999, loss: 1.5999 +2025-05-27 10:15:56,403 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:41:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6394, loss: 1.6394 +2025-05-27 10:16:39,378 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:41:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.6456, loss: 1.6456 +2025-05-27 10:17:22,211 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:40:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7003, loss: 1.7003 +2025-05-27 10:18:05,172 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:39:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5838, loss: 1.5838 +2025-05-27 10:18:48,074 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:39:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7014, loss: 1.7014 +2025-05-27 10:19:30,949 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:38:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.6352, loss: 1.6352 +2025-05-27 10:20:14,007 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:37:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.6454, loss: 1.6454 +2025-05-27 10:20:56,896 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:36:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6490, loss: 1.6490 +2025-05-27 10:21:39,769 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:36:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6461, loss: 1.6461 +2025-05-27 10:22:22,639 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:35:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.6784, loss: 1.6784 +2025-05-27 10:23:05,542 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:34:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6536, loss: 1.6536 +2025-05-27 10:23:48,394 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:33:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6626, loss: 1.6626 +2025-05-27 10:24:31,202 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:33:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.6938, loss: 1.6938 +2025-05-27 10:25:14,089 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:32:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.6651, loss: 1.6651 +2025-05-27 10:25:56,954 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:31:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.7121, loss: 1.7121 +2025-05-27 10:26:39,867 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:30:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6846, loss: 1.6846 +2025-05-27 10:27:22,757 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:30:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7036, loss: 1.7036 +2025-05-27 10:28:05,638 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:29:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6308, loss: 1.6308 +2025-05-27 10:28:48,517 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:28:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.6657, loss: 1.6657 +2025-05-27 10:28:51,610 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-27 10:30:07,780 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:30:07,847 - pyskl - INFO - +top1_acc 0.8980 +top5_acc 0.9853 +2025-05-27 10:30:07,849 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8980, top5_acc: 0.9853 +2025-05-27 10:31:12,500 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:28:04, time: 0.646, data_time: 0.215, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.6010, loss: 1.6010 +2025-05-27 10:31:55,568 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:27:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5206, loss: 1.5206 +2025-05-27 10:32:38,763 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:26:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5639, loss: 1.5639 +2025-05-27 10:33:21,897 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:25:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6314, loss: 1.6314 +2025-05-27 10:34:05,030 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:25:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5936, loss: 1.5936 +2025-05-27 10:34:48,119 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:24:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.6100, loss: 1.6100 +2025-05-27 10:35:31,241 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:23:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6530, loss: 1.6530 +2025-05-27 10:36:14,336 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:22:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.6278, loss: 1.6278 +2025-05-27 10:36:57,317 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:22:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.6100, loss: 1.6100 +2025-05-27 10:37:40,265 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:21:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6541, loss: 1.6541 +2025-05-27 10:38:23,262 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:20:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.6059, loss: 1.6059 +2025-05-27 10:39:06,537 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:20:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.5930, loss: 1.5930 +2025-05-27 10:39:49,787 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:19:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.6216, loss: 1.6216 +2025-05-27 10:40:32,814 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:18:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6575, loss: 1.6575 +2025-05-27 10:41:15,918 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:17:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5609, loss: 1.5609 +2025-05-27 10:41:58,991 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:17:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5878, loss: 1.5878 +2025-05-27 10:42:42,122 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:16:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6556, loss: 1.6556 +2025-05-27 10:43:25,322 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:15:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.6175, loss: 1.6175 +2025-05-27 10:44:08,454 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:14:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6104, loss: 1.6104 +2025-05-27 10:44:51,547 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:14:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6343, loss: 1.6343 +2025-05-27 10:45:34,710 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:13:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.5776, loss: 1.5776 +2025-05-27 10:46:17,955 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:12:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6410, loss: 1.6410 +2025-05-27 10:47:00,992 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:11:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6425, loss: 1.6425 +2025-05-27 10:47:44,031 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:11:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.6784, loss: 1.6784 +2025-05-27 10:48:27,015 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:10:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.6124, loss: 1.6124 +2025-05-27 10:48:30,152 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-27 10:57:19,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:57:19,095 - pyskl - INFO - +top1_acc 0.8972 +top5_acc 0.9842 +2025-05-27 10:57:19,097 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8972, top5_acc: 0.9842 +2025-05-27 10:58:23,230 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:09:49, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.6397, loss: 1.6397 +2025-05-27 10:59:06,088 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:09:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.5698, loss: 1.5698 +2025-05-27 10:59:48,972 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:08:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5461, loss: 1.5461 +2025-05-27 11:00:31,869 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:07:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5584, loss: 1.5584 +2025-05-27 11:01:14,711 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:06:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5818, loss: 1.5818 +2025-05-27 11:01:57,529 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 12:06:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5318, loss: 1.5318 +2025-05-27 11:02:40,366 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 12:05:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5450, loss: 1.5450 +2025-05-27 11:03:23,246 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 12:04:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5339, loss: 1.5339 +2025-05-27 11:04:06,151 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 12:03:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5590, loss: 1.5590 +2025-05-27 11:04:49,155 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 12:03:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5817, loss: 1.5817 +2025-05-27 11:05:31,994 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 12:02:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5772, loss: 1.5772 +2025-05-27 11:06:15,083 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 12:01:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5022, loss: 1.5022 +2025-05-27 11:06:57,974 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 12:01:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6228, loss: 1.6228 +2025-05-27 11:07:40,895 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 12:00:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.6477, loss: 1.6477 +2025-05-27 11:08:23,879 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 11:59:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.6257, loss: 1.6257 +2025-05-27 11:09:06,699 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 11:58:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.6239, loss: 1.6239 +2025-05-27 11:09:49,635 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 11:58:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2025-05-27 11:10:32,478 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 11:57:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.6228, loss: 1.6228 +2025-05-27 11:11:15,495 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 11:56:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5853, loss: 1.5853 +2025-05-27 11:11:58,447 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 11:55:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.5934, loss: 1.5934 +2025-05-27 11:12:41,323 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 11:55:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.6256, loss: 1.6256 +2025-05-27 11:13:24,279 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 11:54:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.6869, loss: 1.6869 +2025-05-27 11:14:07,173 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 11:53:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.5678, loss: 1.5678 +2025-05-27 11:14:50,129 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:52:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5677, loss: 1.5677 +2025-05-27 11:15:32,964 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:52:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.5896, loss: 1.5896 +2025-05-27 11:15:35,998 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-27 11:16:52,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:16:52,678 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9793 +2025-05-27 11:16:52,680 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8960, top5_acc: 0.9793 +2025-05-27 11:17:56,393 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:51:33, time: 0.637, data_time: 0.208, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6195, loss: 1.6195 +2025-05-27 11:18:39,299 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:50:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5200, loss: 1.5200 +2025-05-27 11:19:22,324 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:50:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5333, loss: 1.5333 +2025-05-27 11:20:05,331 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:49:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5982, loss: 1.5982 +2025-05-27 11:20:48,391 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:48:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5034, loss: 1.5034 +2025-05-27 11:21:31,347 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:47:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5279, loss: 1.5279 +2025-05-27 11:22:14,291 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:47:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.5912, loss: 1.5912 +2025-05-27 11:22:57,197 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:46:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5837, loss: 1.5837 +2025-05-27 11:23:40,190 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:45:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5796, loss: 1.5796 +2025-05-27 11:24:23,114 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:44:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5672, loss: 1.5672 +2025-05-27 11:25:06,016 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:44:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5277, loss: 1.5277 +2025-05-27 11:25:48,993 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:43:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6216, loss: 1.6216 +2025-05-27 11:26:32,074 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:42:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5489, loss: 1.5489 +2025-05-27 11:27:15,081 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:42:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5815, loss: 1.5815 +2025-05-27 11:27:58,005 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:41:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5254, loss: 1.5254 +2025-05-27 11:28:41,056 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:40:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5115, loss: 1.5115 +2025-05-27 11:29:24,233 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:39:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5608, loss: 1.5608 +2025-05-27 11:30:07,109 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:39:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.5792, loss: 1.5792 +2025-05-27 11:30:49,934 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:38:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5912, loss: 1.5912 +2025-05-27 11:31:32,877 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:37:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5624, loss: 1.5624 +2025-05-27 11:32:15,810 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:36:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5552, loss: 1.5552 +2025-05-27 11:32:58,692 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:36:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.6126, loss: 1.6126 +2025-05-27 11:33:41,589 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:35:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5842, loss: 1.5842 +2025-05-27 11:34:24,504 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:34:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6470, loss: 1.6470 +2025-05-27 11:35:07,350 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:33:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6153, loss: 1.6153 +2025-05-27 11:35:10,473 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-27 11:36:26,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:36:26,935 - pyskl - INFO - +top1_acc 0.8908 +top5_acc 0.9786 +2025-05-27 11:36:26,938 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8908, top5_acc: 0.9786 +2025-05-27 11:37:30,936 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:33:17, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5508, loss: 1.5508 +2025-05-27 11:38:14,215 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:32:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5437, loss: 1.5437 +2025-05-27 11:38:57,258 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:31:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4801, loss: 1.4801 +2025-05-27 11:39:40,332 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:31:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5124, loss: 1.5124 +2025-05-27 11:40:23,173 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:30:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4543, loss: 1.4543 +2025-05-27 11:41:06,108 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:29:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.5434, loss: 1.5434 +2025-05-27 11:41:48,780 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:28:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.5060, loss: 1.5060 +2025-05-27 11:42:31,887 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:28:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5932, loss: 1.5932 +2025-05-27 11:43:14,696 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:27:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5514, loss: 1.5514 +2025-05-27 11:43:57,543 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:26:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5360, loss: 1.5360 +2025-05-27 11:44:40,686 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:25:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5403, loss: 1.5403 +2025-05-27 11:45:23,802 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:25:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5877, loss: 1.5877 +2025-05-27 11:46:06,871 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:24:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5575, loss: 1.5575 +2025-05-27 11:46:49,754 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:23:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5594, loss: 1.5594 +2025-05-27 11:47:32,638 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:23:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5533, loss: 1.5533 +2025-05-27 11:48:15,324 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:22:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5278, loss: 1.5278 +2025-05-27 11:48:58,152 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:21:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.6163, loss: 1.6163 +2025-05-27 11:49:40,977 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:20:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.5331, loss: 1.5331 +2025-05-27 11:50:23,840 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:20:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5983, loss: 1.5983 +2025-05-27 11:51:06,647 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:19:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5473, loss: 1.5473 +2025-05-27 11:51:49,443 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:18:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.6237, loss: 1.6237 +2025-05-27 11:52:32,195 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:17:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5652, loss: 1.5652 +2025-05-27 11:53:15,003 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:17:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5219, loss: 1.5219 +2025-05-27 11:53:57,837 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:16:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5064, loss: 1.5064 +2025-05-27 11:54:40,520 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:15:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5490, loss: 1.5490 +2025-05-27 11:54:43,641 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-27 11:56:00,031 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:56:00,098 - pyskl - INFO - +top1_acc 0.9027 +top5_acc 0.9845 +2025-05-27 11:56:00,151 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_103.pth was removed +2025-05-27 11:56:01,167 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-05-27 11:56:01,168 - pyskl - INFO - Best top1_acc is 0.9027 at 113 epoch. +2025-05-27 11:56:01,171 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.9027, top5_acc: 0.9845 +2025-05-27 11:57:04,942 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:15:00, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5258, loss: 1.5258 +2025-05-27 11:57:47,854 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:14:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4928, loss: 1.4928 +2025-05-27 11:58:30,994 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:13:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.5072, loss: 1.5072 +2025-05-27 11:59:13,955 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:12:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5339, loss: 1.5339 +2025-05-27 11:59:56,883 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:12:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5455, loss: 1.5455 +2025-05-27 12:00:39,743 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:11:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5064, loss: 1.5064 +2025-05-27 12:01:22,585 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:10:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5085, loss: 1.5085 +2025-05-27 12:02:05,490 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:09:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5759, loss: 1.5759 +2025-05-27 12:02:48,438 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:09:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5427, loss: 1.5427 +2025-05-27 12:03:31,337 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:08:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4814, loss: 1.4814 +2025-05-27 12:04:14,343 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:07:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.5697, loss: 1.5697 +2025-05-27 12:04:57,315 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:06:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5647, loss: 1.5647 +2025-05-27 12:05:40,371 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 11:06:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5375, loss: 1.5375 +2025-05-27 12:06:23,247 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 11:05:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5796, loss: 1.5796 +2025-05-27 12:07:06,049 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 11:04:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5572, loss: 1.5572 +2025-05-27 12:07:48,840 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 11:04:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5493, loss: 1.5493 +2025-05-27 12:08:31,781 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 11:03:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5441, loss: 1.5441 +2025-05-27 12:09:14,634 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 11:02:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5633, loss: 1.5633 +2025-05-27 12:09:57,391 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 11:01:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5316, loss: 1.5316 +2025-05-27 12:10:40,179 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 11:01:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5538, loss: 1.5538 +2025-05-27 12:11:23,012 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 11:00:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4569, loss: 1.4569 +2025-05-27 12:12:05,909 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 10:59:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.5885, loss: 1.5885 +2025-05-27 12:12:48,871 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 10:58:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5769, loss: 1.5769 +2025-05-27 12:13:31,721 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 10:58:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.6000, loss: 1.6000 +2025-05-27 12:14:14,401 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 10:57:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5123, loss: 1.5123 +2025-05-27 12:14:17,483 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-27 12:15:33,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:15:34,023 - pyskl - INFO - +top1_acc 0.9020 +top5_acc 0.9847 +2025-05-27 12:15:34,025 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.9020, top5_acc: 0.9847 +2025-05-27 12:16:38,295 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 10:56:43, time: 0.643, data_time: 0.213, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.6058, loss: 1.6058 +2025-05-27 12:17:21,223 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 10:55:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5068, loss: 1.5068 +2025-05-27 12:18:04,177 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 10:55:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5167, loss: 1.5167 +2025-05-27 12:18:47,206 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 10:54:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.5624, loss: 1.5624 +2025-05-27 12:19:30,187 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:53:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.5175, loss: 1.5175 +2025-05-27 12:20:13,148 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:53:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4544, loss: 1.4544 +2025-05-27 12:20:56,140 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:52:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.6041, loss: 1.6041 +2025-05-27 12:21:39,038 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:51:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6405, loss: 1.6405 +2025-05-27 12:22:21,878 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:50:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4739, loss: 1.4739 +2025-05-27 12:23:04,730 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:50:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4477, loss: 1.4477 +2025-05-27 12:23:47,549 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:49:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4892, loss: 1.4892 +2025-05-27 12:24:30,434 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:48:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.5045, loss: 1.5045 +2025-05-27 12:25:13,318 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:47:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4261, loss: 1.4261 +2025-05-27 12:25:56,198 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:47:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5465, loss: 1.5465 +2025-05-27 12:26:39,100 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:46:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4800, loss: 1.4800 +2025-05-27 12:27:21,981 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:45:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5518, loss: 1.5518 +2025-05-27 12:28:04,908 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:45:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5635, loss: 1.5635 +2025-05-27 12:28:48,141 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:44:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4574, loss: 1.4574 +2025-05-27 12:29:31,147 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:43:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5416, loss: 1.5416 +2025-05-27 12:30:14,215 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:42:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4624, loss: 1.4624 +2025-05-27 12:30:57,228 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:42:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4723, loss: 1.4723 +2025-05-27 12:31:40,251 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:41:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5292, loss: 1.5292 +2025-05-27 12:32:23,263 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:40:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4916, loss: 1.4916 +2025-05-27 12:33:06,073 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:39:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.5373, loss: 1.5373 +2025-05-27 12:33:48,643 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:39:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5895, loss: 1.5895 +2025-05-27 12:33:51,733 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-27 12:42:10,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:42:10,078 - pyskl - INFO - +top1_acc 0.9036 +top5_acc 0.9786 +2025-05-27 12:42:10,128 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_113.pth was removed +2025-05-27 12:42:11,127 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-05-27 12:42:11,128 - pyskl - INFO - Best top1_acc is 0.9036 at 115 epoch. +2025-05-27 12:42:11,130 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.9036, top5_acc: 0.9786 +2025-05-27 12:43:15,115 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:38:27, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4911, loss: 1.4911 +2025-05-27 12:43:57,938 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:37:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5037, loss: 1.5037 +2025-05-27 12:44:40,756 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:36:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4794, loss: 1.4794 +2025-05-27 12:45:23,514 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:36:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.5000, loss: 1.5000 +2025-05-27 12:46:06,291 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:35:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4672, loss: 1.4672 +2025-05-27 12:46:49,174 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:34:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4936, loss: 1.4936 +2025-05-27 12:47:32,084 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:34:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4345, loss: 1.4345 +2025-05-27 12:48:15,091 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:33:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5206, loss: 1.5206 +2025-05-27 12:48:58,109 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:32:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.5060, loss: 1.5060 +2025-05-27 12:49:41,015 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:31:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.5302, loss: 1.5302 +2025-05-27 12:50:23,978 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:31:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.5123, loss: 1.5123 +2025-05-27 12:51:07,017 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:30:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4282, loss: 1.4282 +2025-05-27 12:51:50,207 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:29:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4242, loss: 1.4242 +2025-05-27 12:52:33,344 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:28:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4617, loss: 1.4617 +2025-05-27 12:53:16,397 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:28:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5707, loss: 1.5707 +2025-05-27 12:53:59,337 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:27:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4823, loss: 1.4823 +2025-05-27 12:54:42,254 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:26:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5352, loss: 1.5352 +2025-05-27 12:55:25,125 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:26:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.5071, loss: 1.5071 +2025-05-27 12:56:08,082 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:25:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4244, loss: 1.4244 +2025-05-27 12:56:50,961 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:24:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4673, loss: 1.4673 +2025-05-27 12:57:34,010 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:23:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5475, loss: 1.5475 +2025-05-27 12:58:16,915 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:23:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4923, loss: 1.4923 +2025-05-27 12:58:59,814 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:22:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4919, loss: 1.4919 +2025-05-27 12:59:42,793 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:21:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4608, loss: 1.4608 +2025-05-27 13:00:25,805 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:20:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5306, loss: 1.5306 +2025-05-27 13:00:28,871 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-27 13:01:45,249 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:01:45,315 - pyskl - INFO - +top1_acc 0.9012 +top5_acc 0.9854 +2025-05-27 13:01:45,318 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.9012, top5_acc: 0.9854 +2025-05-27 13:02:49,185 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:20:11, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4506, loss: 1.4506 +2025-05-27 13:03:32,193 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:19:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4516, loss: 1.4516 +2025-05-27 13:04:15,163 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:18:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4071, loss: 1.4071 +2025-05-27 13:04:58,175 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:17:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4263, loss: 1.4263 +2025-05-27 13:05:41,165 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:17:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3793, loss: 1.3793 +2025-05-27 13:06:24,173 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:16:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4307, loss: 1.4307 +2025-05-27 13:07:07,039 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:15:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4018, loss: 1.4018 +2025-05-27 13:07:50,010 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:15:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4537, loss: 1.4537 +2025-05-27 13:08:32,931 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:14:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3726, loss: 1.3726 +2025-05-27 13:09:15,789 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:13:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4703, loss: 1.4703 +2025-05-27 13:09:58,624 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:12:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4261, loss: 1.4261 +2025-05-27 13:10:41,606 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:12:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4736, loss: 1.4736 +2025-05-27 13:11:24,656 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:11:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3897, loss: 1.3897 +2025-05-27 13:12:07,582 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:10:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4558, loss: 1.4558 +2025-05-27 13:12:50,442 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:09:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3725, loss: 1.3725 +2025-05-27 13:13:33,231 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:09:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.5182, loss: 1.5182 +2025-05-27 13:14:16,061 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:08:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4162, loss: 1.4162 +2025-05-27 13:14:58,890 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:07:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4639, loss: 1.4639 +2025-05-27 13:15:41,723 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:07:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4104, loss: 1.4104 +2025-05-27 13:16:24,601 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:06:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4766, loss: 1.4766 +2025-05-27 13:17:07,459 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 10:05:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4325, loss: 1.4325 +2025-05-27 13:17:50,325 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 10:04:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4539, loss: 1.4539 +2025-05-27 13:18:33,167 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 10:04:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4742, loss: 1.4742 +2025-05-27 13:19:16,065 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 10:03:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4949, loss: 1.4949 +2025-05-27 13:19:58,977 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 10:02:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4897, loss: 1.4897 +2025-05-27 13:20:02,059 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-27 13:21:18,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:21:18,494 - pyskl - INFO - +top1_acc 0.9074 +top5_acc 0.9865 +2025-05-27 13:21:18,545 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_115.pth was removed +2025-05-27 13:21:19,547 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2025-05-27 13:21:19,548 - pyskl - INFO - Best top1_acc is 0.9074 at 117 epoch. +2025-05-27 13:21:19,550 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.9074, top5_acc: 0.9865 +2025-05-27 13:22:23,849 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 10:01:55, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.4272, loss: 1.4272 +2025-05-27 13:23:06,916 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 10:01:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4524, loss: 1.4524 +2025-05-27 13:23:49,930 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 10:00:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3573, loss: 1.3573 +2025-05-27 13:24:33,271 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 9:59:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4283, loss: 1.4283 +2025-05-27 13:25:16,449 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 9:58:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3770, loss: 1.3770 +2025-05-27 13:25:59,661 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 9:58:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4439, loss: 1.4439 +2025-05-27 13:26:42,794 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 9:57:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4228, loss: 1.4228 +2025-05-27 13:27:25,754 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 9:56:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5450, loss: 1.5450 +2025-05-27 13:28:08,785 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 9:56:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3911, loss: 1.3911 +2025-05-27 13:28:51,835 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 9:55:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.4220, loss: 1.4220 +2025-05-27 13:29:34,924 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:54:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4327, loss: 1.4327 +2025-05-27 13:30:18,150 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:53:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4762, loss: 1.4762 +2025-05-27 13:31:01,418 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:53:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3670, loss: 1.3670 +2025-05-27 13:31:44,499 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:52:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4442, loss: 1.4442 +2025-05-27 13:32:27,587 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:51:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4928, loss: 1.4928 +2025-05-27 13:33:10,603 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:50:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3888, loss: 1.3888 +2025-05-27 13:33:53,549 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:50:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4665, loss: 1.4665 +2025-05-27 13:34:36,418 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:49:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4751, loss: 1.4751 +2025-05-27 13:35:19,397 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:48:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.4696, loss: 1.4696 +2025-05-27 13:36:02,370 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:48:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4687, loss: 1.4687 +2025-05-27 13:36:45,404 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:47:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4756, loss: 1.4756 +2025-05-27 13:37:28,351 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:46:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3963, loss: 1.3963 +2025-05-27 13:38:11,333 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:45:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4279, loss: 1.4279 +2025-05-27 13:38:54,298 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:45:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4771, loss: 1.4771 +2025-05-27 13:39:37,169 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:44:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4045, loss: 1.4045 +2025-05-27 13:39:40,265 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-27 13:40:56,585 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:40:56,652 - pyskl - INFO - +top1_acc 0.9162 +top5_acc 0.9872 +2025-05-27 13:40:56,705 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_117.pth was removed +2025-05-27 13:40:57,716 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-05-27 13:40:57,717 - pyskl - INFO - Best top1_acc is 0.9162 at 118 epoch. +2025-05-27 13:40:57,719 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.9162, top5_acc: 0.9872 +2025-05-27 13:42:02,260 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:43:40, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3620, loss: 1.3620 +2025-05-27 13:42:45,199 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:42:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3413, loss: 1.3413 +2025-05-27 13:43:28,186 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:42:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3900, loss: 1.3900 +2025-05-27 13:44:11,378 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:41:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3966, loss: 1.3966 +2025-05-27 13:44:54,509 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:40:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3154, loss: 1.3154 +2025-05-27 13:45:37,718 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:40:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3653, loss: 1.3653 +2025-05-27 13:46:20,852 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:39:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4396, loss: 1.4396 +2025-05-27 13:47:03,795 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:38:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4471, loss: 1.4471 +2025-05-27 13:47:46,717 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:37:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4189, loss: 1.4189 +2025-05-27 13:48:29,746 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:37:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3963, loss: 1.3963 +2025-05-27 13:49:12,795 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:36:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3977, loss: 1.3977 +2025-05-27 13:49:55,946 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:35:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4630, loss: 1.4630 +2025-05-27 13:50:38,943 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:34:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4224, loss: 1.4224 +2025-05-27 13:51:21,970 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:34:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4272, loss: 1.4272 +2025-05-27 13:52:05,083 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:33:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4437, loss: 1.4437 +2025-05-27 13:52:48,022 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:32:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4420, loss: 1.4420 +2025-05-27 13:53:30,891 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:31:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3829, loss: 1.3829 +2025-05-27 13:54:13,834 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:31:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4647, loss: 1.4647 +2025-05-27 13:54:56,790 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:30:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.4051, loss: 1.4051 +2025-05-27 13:55:39,858 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:29:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4519, loss: 1.4519 +2025-05-27 13:56:22,889 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:29:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4589, loss: 1.4589 +2025-05-27 13:57:05,935 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:28:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.4464, loss: 1.4464 +2025-05-27 13:57:48,897 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:27:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3884, loss: 1.3884 +2025-05-27 13:58:31,827 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:26:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4730, loss: 1.4730 +2025-05-27 13:59:14,739 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:26:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4438, loss: 1.4438 +2025-05-27 13:59:17,846 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-27 14:00:34,294 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:00:34,360 - pyskl - INFO - +top1_acc 0.9111 +top5_acc 0.9875 +2025-05-27 14:00:34,363 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.9111, top5_acc: 0.9875 +2025-05-27 14:01:38,758 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:25:24, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4125, loss: 1.4125 +2025-05-27 14:02:21,789 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:24:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3300, loss: 1.3300 +2025-05-27 14:03:04,719 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:23:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3285, loss: 1.3285 +2025-05-27 14:03:47,687 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:23:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2823, loss: 1.2823 +2025-05-27 14:04:30,659 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:22:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3822, loss: 1.3822 +2025-05-27 14:05:13,754 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:21:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3646, loss: 1.3646 +2025-05-27 14:05:56,840 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:21:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.4004, loss: 1.4004 +2025-05-27 14:06:39,903 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:20:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3549, loss: 1.3549 +2025-05-27 14:07:22,906 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:19:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3652, loss: 1.3652 +2025-05-27 14:08:05,899 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:18:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4131, loss: 1.4131 +2025-05-27 14:08:48,912 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:18:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3284, loss: 1.3284 +2025-05-27 14:09:32,118 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:17:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4380, loss: 1.4380 +2025-05-27 14:10:15,223 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:16:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3777, loss: 1.3777 +2025-05-27 14:10:58,178 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:15:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3628, loss: 1.3628 +2025-05-27 14:11:41,086 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:15:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4688, loss: 1.4688 +2025-05-27 14:12:23,938 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:14:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4378, loss: 1.4378 +2025-05-27 14:13:07,002 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:13:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4504, loss: 1.4504 +2025-05-27 14:13:50,052 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:12:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3877, loss: 1.3877 +2025-05-27 14:14:33,025 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:12:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3345, loss: 1.3345 +2025-05-27 14:15:16,078 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:11:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4290, loss: 1.4290 +2025-05-27 14:15:58,997 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:10:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3880, loss: 1.3880 +2025-05-27 14:16:42,031 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:10:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3531, loss: 1.3531 +2025-05-27 14:17:25,045 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:09:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3521, loss: 1.3521 +2025-05-27 14:18:08,319 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:08:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4511, loss: 1.4511 +2025-05-27 14:18:51,289 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:07:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4054, loss: 1.4054 +2025-05-27 14:18:54,359 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-27 14:27:11,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:27:12,023 - pyskl - INFO - +top1_acc 0.9147 +top5_acc 0.9844 +2025-05-27 14:27:12,026 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.9147, top5_acc: 0.9844 +2025-05-27 14:28:16,013 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:07:09, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3565, loss: 1.3565 +2025-05-27 14:28:58,798 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:06:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3772, loss: 1.3772 +2025-05-27 14:29:41,574 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:05:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3659, loss: 1.3659 +2025-05-27 14:30:24,370 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 9:04:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3263, loss: 1.3263 +2025-05-27 14:31:07,143 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 9:04:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3208, loss: 1.3208 +2025-05-27 14:31:49,926 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 9:03:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3676, loss: 1.3676 +2025-05-27 14:32:32,706 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 9:02:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3745, loss: 1.3745 +2025-05-27 14:33:15,511 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 9:02:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3849, loss: 1.3849 +2025-05-27 14:33:58,288 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 9:01:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3737, loss: 1.3737 +2025-05-27 14:34:41,049 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 9:00:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3952, loss: 1.3952 +2025-05-27 14:35:23,770 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 8:59:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3740, loss: 1.3740 +2025-05-27 14:36:06,677 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 8:59:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4014, loss: 1.4014 +2025-05-27 14:36:49,593 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 8:58:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4228, loss: 1.4228 +2025-05-27 14:37:32,590 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 8:57:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3417, loss: 1.3417 +2025-05-27 14:38:15,511 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 8:56:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3680, loss: 1.3680 +2025-05-27 14:38:58,290 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 8:56:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3789, loss: 1.3789 +2025-05-27 14:39:41,114 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 8:55:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3895, loss: 1.3895 +2025-05-27 14:40:23,872 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:54:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4195, loss: 1.4195 +2025-05-27 14:41:06,642 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:53:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3692, loss: 1.3692 +2025-05-27 14:41:49,442 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:53:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3881, loss: 1.3881 +2025-05-27 14:42:32,127 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:52:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3780, loss: 1.3780 +2025-05-27 14:43:14,944 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:51:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3909, loss: 1.3909 +2025-05-27 14:43:57,645 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:51:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3221, loss: 1.3221 +2025-05-27 14:44:40,726 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:50:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3540, loss: 1.3540 +2025-05-27 14:45:23,541 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:49:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3769, loss: 1.3769 +2025-05-27 14:45:26,646 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-27 14:46:42,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:46:42,937 - pyskl - INFO - +top1_acc 0.9140 +top5_acc 0.9851 +2025-05-27 14:46:42,940 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.9140, top5_acc: 0.9851 +2025-05-27 14:47:47,335 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:48:52, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2877, loss: 1.2877 +2025-05-27 14:48:30,367 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:48:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2973, loss: 1.2973 +2025-05-27 14:49:13,297 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:47:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3365, loss: 1.3365 +2025-05-27 14:49:56,199 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:46:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3227, loss: 1.3227 +2025-05-27 14:50:39,263 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:45:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3461, loss: 1.3461 +2025-05-27 14:51:22,230 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:45:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3611, loss: 1.3611 +2025-05-27 14:52:05,312 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:44:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-05-27 14:52:48,297 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:43:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3156, loss: 1.3156 +2025-05-27 14:53:31,431 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:43:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3610, loss: 1.3610 +2025-05-27 14:54:14,425 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:42:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3497, loss: 1.3497 +2025-05-27 14:54:57,421 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:41:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3399, loss: 1.3399 +2025-05-27 14:55:40,489 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:40:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3187, loss: 1.3187 +2025-05-27 14:56:23,542 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:40:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3643, loss: 1.3643 +2025-05-27 14:57:06,664 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:39:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3809, loss: 1.3809 +2025-05-27 14:57:49,859 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:38:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3343, loss: 1.3343 +2025-05-27 14:58:33,000 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:37:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3386, loss: 1.3386 +2025-05-27 14:59:16,075 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:37:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3528, loss: 1.3528 +2025-05-27 14:59:59,083 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:36:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3980, loss: 1.3980 +2025-05-27 15:00:42,100 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:35:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3533, loss: 1.3533 +2025-05-27 15:01:25,105 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:34:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3552, loss: 1.3552 +2025-05-27 15:02:08,123 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:34:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3561, loss: 1.3561 +2025-05-27 15:02:51,125 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:33:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4126, loss: 1.4126 +2025-05-27 15:03:34,079 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:32:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3641, loss: 1.3641 +2025-05-27 15:04:17,063 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:32:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3517, loss: 1.3517 +2025-05-27 15:05:00,044 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:31:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3290, loss: 1.3290 +2025-05-27 15:05:03,163 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-27 15:06:19,659 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:06:19,725 - pyskl - INFO - +top1_acc 0.9143 +top5_acc 0.9887 +2025-05-27 15:06:19,728 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.9143, top5_acc: 0.9887 +2025-05-27 15:07:23,569 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:30:36, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3122, loss: 1.3122 +2025-05-27 15:08:06,524 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:29:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3106, loss: 1.3106 +2025-05-27 15:08:49,555 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:29:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3331, loss: 1.3331 +2025-05-27 15:09:32,517 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:28:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2914, loss: 1.2914 +2025-05-27 15:10:15,572 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:27:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3512, loss: 1.3512 +2025-05-27 15:10:58,648 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:26:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-05-27 15:11:41,873 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:26:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3346, loss: 1.3346 +2025-05-27 15:12:24,936 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:25:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3687, loss: 1.3687 +2025-05-27 15:13:07,963 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:24:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3369, loss: 1.3369 +2025-05-27 15:13:50,961 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:24:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2975, loss: 1.2975 +2025-05-27 15:14:34,071 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:23:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3132, loss: 1.3132 +2025-05-27 15:15:17,006 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:22:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2842, loss: 1.2842 +2025-05-27 15:16:00,032 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:21:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3061, loss: 1.3061 +2025-05-27 15:16:43,121 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:21:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3406, loss: 1.3406 +2025-05-27 15:17:26,184 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:20:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3252, loss: 1.3252 +2025-05-27 15:18:09,219 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:19:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3409, loss: 1.3409 +2025-05-27 15:18:52,379 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:18:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2983, loss: 1.2983 +2025-05-27 15:19:35,635 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:18:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2824, loss: 1.2824 +2025-05-27 15:20:18,778 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:17:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3234, loss: 1.3234 +2025-05-27 15:21:01,890 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:16:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3580, loss: 1.3580 +2025-05-27 15:21:44,840 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:15:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3893, loss: 1.3893 +2025-05-27 15:22:27,738 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:15:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3085, loss: 1.3085 +2025-05-27 15:23:10,658 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:14:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3280, loss: 1.3280 +2025-05-27 15:23:53,596 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:13:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3151, loss: 1.3151 +2025-05-27 15:24:36,475 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:13:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2946, loss: 1.2946 +2025-05-27 15:24:39,590 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-27 15:25:55,947 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:25:56,014 - pyskl - INFO - +top1_acc 0.9057 +top5_acc 0.9769 +2025-05-27 15:25:56,016 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.9057, top5_acc: 0.9769 +2025-05-27 15:26:59,985 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:12:21, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2811, loss: 1.2811 +2025-05-27 15:27:42,843 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:11:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3239, loss: 1.3239 +2025-05-27 15:28:25,730 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:10:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2974, loss: 1.2974 +2025-05-27 15:29:08,614 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:10:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3084, loss: 1.3084 +2025-05-27 15:29:51,642 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:09:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3656, loss: 1.3656 +2025-05-27 15:30:34,595 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:08:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3133, loss: 1.3133 +2025-05-27 15:31:17,658 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:07:58, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2574, loss: 1.2574 +2025-05-27 15:32:00,670 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:07:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2962, loss: 1.2962 +2025-05-27 15:32:43,715 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:06:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2473, loss: 1.2473 +2025-05-27 15:33:26,683 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:05:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-05-27 15:34:09,674 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:05:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3122, loss: 1.3122 +2025-05-27 15:34:52,648 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 8:04:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2526, loss: 1.2526 +2025-05-27 15:35:35,724 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 8:03:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2678, loss: 1.2678 +2025-05-27 15:36:18,802 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 8:02:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3076, loss: 1.3076 +2025-05-27 15:37:01,812 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 8:02:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2687, loss: 1.2687 +2025-05-27 15:37:44,746 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 8:01:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2712, loss: 1.2712 +2025-05-27 15:38:27,721 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 8:00:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2493, loss: 1.2493 +2025-05-27 15:39:10,604 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 7:59:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3219, loss: 1.3219 +2025-05-27 15:39:53,614 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 7:59:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2664, loss: 1.2664 +2025-05-27 15:40:36,598 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 7:58:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3388, loss: 1.3388 +2025-05-27 15:41:19,527 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 7:57:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2946, loss: 1.2946 +2025-05-27 15:42:02,476 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 7:56:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3106, loss: 1.3106 +2025-05-27 15:42:45,408 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 7:56:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3064, loss: 1.3064 +2025-05-27 15:43:28,390 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:55:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3405, loss: 1.3405 +2025-05-27 15:44:11,413 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:54:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2974, loss: 1.2974 +2025-05-27 15:44:14,547 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-27 15:45:30,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:45:30,930 - pyskl - INFO - +top1_acc 0.9086 +top5_acc 0.9851 +2025-05-27 15:45:30,933 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9086, top5_acc: 0.9851 +2025-05-27 15:46:35,059 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:54:05, time: 0.641, data_time: 0.213, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2916, loss: 1.2916 +2025-05-27 15:47:17,957 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:53:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2854, loss: 1.2854 +2025-05-27 15:48:00,888 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:52:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2940, loss: 1.2940 +2025-05-27 15:48:43,957 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:51:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2641, loss: 1.2641 +2025-05-27 15:49:26,867 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:51:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2805, loss: 1.2805 +2025-05-27 15:50:09,764 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:50:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2906, loss: 1.2906 +2025-05-27 15:50:52,766 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:49:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2423, loss: 1.2423 +2025-05-27 15:51:35,686 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:48:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2783, loss: 1.2783 +2025-05-27 15:52:18,741 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:48:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2533, loss: 1.2533 +2025-05-27 15:53:01,725 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:47:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2471, loss: 1.2471 +2025-05-27 15:53:44,786 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:46:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-05-27 15:54:28,059 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:46:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3209, loss: 1.3209 +2025-05-27 15:55:11,093 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:45:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2433, loss: 1.2433 +2025-05-27 15:55:53,967 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:44:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2920, loss: 1.2920 +2025-05-27 15:56:36,872 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:43:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2961, loss: 1.2961 +2025-05-27 15:57:19,783 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:43:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2771, loss: 1.2771 +2025-05-27 15:58:02,793 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:42:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2730, loss: 1.2730 +2025-05-27 15:58:45,654 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:41:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2942, loss: 1.2942 +2025-05-27 15:59:28,498 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:40:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3033, loss: 1.3033 +2025-05-27 16:00:11,459 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:40:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3053, loss: 1.3053 +2025-05-27 16:00:54,403 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:39:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3011, loss: 1.3011 +2025-05-27 16:01:37,370 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:38:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2974, loss: 1.2974 +2025-05-27 16:02:20,439 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:38:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2883, loss: 1.2883 +2025-05-27 16:03:03,484 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:37:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2678, loss: 1.2678 +2025-05-27 16:03:46,511 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:36:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2690, loss: 1.2690 +2025-05-27 16:03:49,600 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-27 16:12:55,553 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:12:55,625 - pyskl - INFO - +top1_acc 0.9111 +top5_acc 0.9868 +2025-05-27 16:12:55,627 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9111, top5_acc: 0.9868 +2025-05-27 16:13:59,243 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:35:49, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2119, loss: 1.2119 +2025-05-27 16:14:42,080 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:35:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2366, loss: 1.2366 +2025-05-27 16:15:24,934 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:34:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2564, loss: 1.2564 +2025-05-27 16:16:07,778 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:33:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2378, loss: 1.2378 +2025-05-27 16:16:50,690 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:32:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2302, loss: 1.2302 +2025-05-27 16:17:33,576 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:32:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2589, loss: 1.2589 +2025-05-27 16:18:16,433 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:31:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2983, loss: 1.2983 +2025-05-27 16:18:59,185 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:30:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2792, loss: 1.2792 +2025-05-27 16:19:41,991 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:29:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2102, loss: 1.2102 +2025-05-27 16:20:24,942 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:29:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2602, loss: 1.2602 +2025-05-27 16:21:07,864 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:28:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2839, loss: 1.2839 +2025-05-27 16:21:50,787 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:27:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2045, loss: 1.2045 +2025-05-27 16:22:33,618 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:27:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2577, loss: 1.2577 +2025-05-27 16:23:16,719 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:26:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2421, loss: 1.2421 +2025-05-27 16:23:59,731 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:25:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2586, loss: 1.2586 +2025-05-27 16:24:42,684 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:24:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2412, loss: 1.2412 +2025-05-27 16:25:25,549 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:24:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2632, loss: 1.2632 +2025-05-27 16:26:08,408 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:23:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2541, loss: 1.2541 +2025-05-27 16:26:51,259 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:22:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.2787, loss: 1.2787 +2025-05-27 16:27:34,127 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:21:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2298, loss: 1.2298 +2025-05-27 16:28:17,069 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:21:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2317, loss: 1.2317 +2025-05-27 16:29:00,002 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:20:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2682, loss: 1.2682 +2025-05-27 16:29:42,861 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:19:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2636, loss: 1.2636 +2025-05-27 16:30:25,686 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:19:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2260, loss: 1.2260 +2025-05-27 16:31:08,570 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:18:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2171, loss: 1.2171 +2025-05-27 16:31:11,605 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-27 16:32:27,824 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:32:27,891 - pyskl - INFO - +top1_acc 0.9230 +top5_acc 0.9884 +2025-05-27 16:32:27,947 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_118.pth was removed +2025-05-27 16:32:28,979 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-27 16:32:28,980 - pyskl - INFO - Best top1_acc is 0.9230 at 126 epoch. +2025-05-27 16:32:28,983 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9230, top5_acc: 0.9884 +2025-05-27 16:33:32,713 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:17:33, time: 0.637, data_time: 0.208, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2608, loss: 1.2608 +2025-05-27 16:34:15,547 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:16:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2262, loss: 1.2262 +2025-05-27 16:34:58,440 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:16:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2202, loss: 1.2202 +2025-05-27 16:35:41,349 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:15:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2739, loss: 1.2739 +2025-05-27 16:36:24,342 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:14:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1964, loss: 1.1964 +2025-05-27 16:37:07,270 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:13:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2206, loss: 1.2206 +2025-05-27 16:37:50,297 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:13:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2159, loss: 1.2159 +2025-05-27 16:38:33,431 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:12:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1997, loss: 1.1997 +2025-05-27 16:39:16,614 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:11:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2221, loss: 1.2221 +2025-05-27 16:39:59,765 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:10:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2117, loss: 1.2117 +2025-05-27 16:40:42,730 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:10:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2215, loss: 1.2215 +2025-05-27 16:41:25,819 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:09:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2317, loss: 1.2317 +2025-05-27 16:42:08,917 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:08:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2286, loss: 1.2286 +2025-05-27 16:42:51,930 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:08:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2303, loss: 1.2303 +2025-05-27 16:43:34,983 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:07:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1897, loss: 1.1897 +2025-05-27 16:44:17,969 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:06:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2901, loss: 1.2901 +2025-05-27 16:45:01,014 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:05:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2141, loss: 1.2141 +2025-05-27 16:45:44,029 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:05:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1954, loss: 1.1954 +2025-05-27 16:46:27,092 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:04:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2035, loss: 1.2035 +2025-05-27 16:47:09,937 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 7:03:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2038, loss: 1.2038 +2025-05-27 16:47:52,852 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 7:02:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1881, loss: 1.1881 +2025-05-27 16:48:35,683 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 7:02:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2664, loss: 1.2664 +2025-05-27 16:49:18,636 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 7:01:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2556, loss: 1.2556 +2025-05-27 16:50:01,502 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 7:00:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2236, loss: 1.2236 +2025-05-27 16:50:44,416 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 7:00:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2348, loss: 1.2348 +2025-05-27 16:50:47,519 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-27 16:52:03,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:52:04,020 - pyskl - INFO - +top1_acc 0.9198 +top5_acc 0.9880 +2025-05-27 16:52:04,023 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9198, top5_acc: 0.9880 +2025-05-27 16:53:08,302 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 6:59:17, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1649, loss: 1.1649 +2025-05-27 16:53:51,278 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 6:58:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1766, loss: 1.1766 +2025-05-27 16:54:34,050 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 6:57:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2507, loss: 1.2507 +2025-05-27 16:55:16,885 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 6:57:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.2244, loss: 1.2244 +2025-05-27 16:55:59,367 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 6:56:22, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2419, loss: 1.2419 +2025-05-27 16:56:42,361 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:55:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1700, loss: 1.1700 +2025-05-27 16:57:25,453 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:54:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2135, loss: 1.2135 +2025-05-27 16:58:08,417 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:54:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1807, loss: 1.1807 +2025-05-27 16:58:51,224 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:53:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2268, loss: 1.2268 +2025-05-27 16:59:34,189 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:52:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2134, loss: 1.2134 +2025-05-27 17:00:17,133 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:51:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2418, loss: 1.2418 +2025-05-27 17:01:00,063 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:51:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2064, loss: 1.2064 +2025-05-27 17:01:43,099 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:50:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2295, loss: 1.2295 +2025-05-27 17:02:26,199 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:49:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1914, loss: 1.1914 +2025-05-27 17:03:09,313 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:49:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2686, loss: 1.2686 +2025-05-27 17:03:52,351 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:48:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2167, loss: 1.2167 +2025-05-27 17:04:35,442 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:47:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1220, loss: 1.1220 +2025-05-27 17:05:18,541 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:46:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2104, loss: 1.2104 +2025-05-27 17:06:01,607 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:46:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2328, loss: 1.2328 +2025-05-27 17:06:44,666 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:45:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2405, loss: 1.2405 +2025-05-27 17:07:27,657 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:44:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1928, loss: 1.1928 +2025-05-27 17:08:10,662 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:43:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2098, loss: 1.2098 +2025-05-27 17:08:53,637 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:43:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2561, loss: 1.2561 +2025-05-27 17:09:36,637 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:42:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2227, loss: 1.2227 +2025-05-27 17:10:19,699 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:41:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2752, loss: 1.2752 +2025-05-27 17:10:22,812 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-27 17:11:39,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:11:39,080 - pyskl - INFO - +top1_acc 0.9204 +top5_acc 0.9879 +2025-05-27 17:11:39,082 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9204, top5_acc: 0.9879 +2025-05-27 17:12:43,138 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:41:02, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1880, loss: 1.1880 +2025-05-27 17:13:26,193 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:40:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1811, loss: 1.1811 +2025-05-27 17:14:09,228 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:39:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1850, loss: 1.1850 +2025-05-27 17:14:52,271 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:38:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1851, loss: 1.1851 +2025-05-27 17:15:35,302 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:38:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1625, loss: 1.1625 +2025-05-27 17:16:18,330 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:37:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2002, loss: 1.2002 +2025-05-27 17:17:01,324 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:36:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2062, loss: 1.2062 +2025-05-27 17:17:44,308 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:35:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1707, loss: 1.1707 +2025-05-27 17:18:27,463 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:35:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1736, loss: 1.1736 +2025-05-27 17:19:10,558 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:34:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1847, loss: 1.1847 +2025-05-27 17:19:53,646 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:33:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1504, loss: 1.1504 +2025-05-27 17:20:36,801 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:32:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1274, loss: 1.1274 +2025-05-27 17:21:20,066 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:32:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2153, loss: 1.2153 +2025-05-27 17:22:03,202 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:31:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1938, loss: 1.1938 +2025-05-27 17:22:46,349 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:30:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1595, loss: 1.1595 +2025-05-27 17:23:29,355 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:30:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1455, loss: 1.1455 +2025-05-27 17:24:12,382 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:29:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2643, loss: 1.2643 +2025-05-27 17:24:55,396 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:28:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1905, loss: 1.1905 +2025-05-27 17:25:38,481 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:27:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1569, loss: 1.1569 +2025-05-27 17:26:21,483 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:27:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1764, loss: 1.1764 +2025-05-27 17:27:04,512 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:26:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2247, loss: 1.2247 +2025-05-27 17:27:47,496 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:25:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1654, loss: 1.1654 +2025-05-27 17:28:30,482 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:24:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2202, loss: 1.2202 +2025-05-27 17:29:13,470 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:24:13, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1669, loss: 1.1669 +2025-05-27 17:29:56,419 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:23:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1727, loss: 1.1727 +2025-05-27 17:29:59,531 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-27 17:31:15,991 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:31:16,062 - pyskl - INFO - +top1_acc 0.9176 +top5_acc 0.9813 +2025-05-27 17:31:16,065 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9176, top5_acc: 0.9813 +2025-05-27 17:32:20,559 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:22:46, time: 0.645, data_time: 0.215, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1408, loss: 1.1408 +2025-05-27 17:33:03,424 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:22:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1427, loss: 1.1427 +2025-05-27 17:33:46,399 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:21:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1484, loss: 1.1484 +2025-05-27 17:34:29,443 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:20:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1926, loss: 1.1926 +2025-05-27 17:35:12,405 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:19:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1551, loss: 1.1551 +2025-05-27 17:35:55,427 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:19:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1738, loss: 1.1738 +2025-05-27 17:36:38,462 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:18:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1568, loss: 1.1568 +2025-05-27 17:37:21,445 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:17:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1859, loss: 1.1859 +2025-05-27 17:38:04,393 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:16:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1492, loss: 1.1492 +2025-05-27 17:38:47,305 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:16:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1966, loss: 1.1966 +2025-05-27 17:39:30,304 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:15:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1842, loss: 1.1842 +2025-05-27 17:40:13,381 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:14:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1834, loss: 1.1834 +2025-05-27 17:40:56,538 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:14:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1944, loss: 1.1944 +2025-05-27 17:41:39,794 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:13:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1641, loss: 1.1641 +2025-05-27 17:42:22,909 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:12:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1953, loss: 1.1953 +2025-05-27 17:43:06,195 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:11:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1660, loss: 1.1660 +2025-05-27 17:43:49,085 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:11:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1456, loss: 1.1456 +2025-05-27 17:44:31,898 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:10:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1940, loss: 1.1940 +2025-05-27 17:45:14,628 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:09:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1342, loss: 1.1342 +2025-05-27 17:45:57,829 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:08:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1675, loss: 1.1675 +2025-05-27 17:46:40,974 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:08:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1427, loss: 1.1427 +2025-05-27 17:47:23,978 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:07:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1867, loss: 1.1867 +2025-05-27 17:48:06,854 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:06:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1885, loss: 1.1885 +2025-05-27 17:48:49,804 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:05:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1898, loss: 1.1898 +2025-05-27 17:49:33,027 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:05:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1616, loss: 1.1616 +2025-05-27 17:49:36,180 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-27 17:58:31,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:58:31,982 - pyskl - INFO - +top1_acc 0.9143 +top5_acc 0.9888 +2025-05-27 17:58:31,984 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9143, top5_acc: 0.9888 +2025-05-27 17:59:37,382 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:04:31, time: 0.654, data_time: 0.222, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1028, loss: 1.1028 +2025-05-27 18:00:20,785 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:03:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1096, loss: 1.1096 +2025-05-27 18:01:04,182 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 6:03:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1955, loss: 1.1955 +2025-05-27 18:01:47,411 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 6:02:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1613, loss: 1.1613 +2025-05-27 18:02:30,436 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 6:01:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1402, loss: 1.1402 +2025-05-27 18:03:13,351 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 6:00:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1283, loss: 1.1283 +2025-05-27 18:03:56,212 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 6:00:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1695, loss: 1.1695 +2025-05-27 18:04:39,262 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 5:59:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1340, loss: 1.1340 +2025-05-27 18:05:22,451 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 5:58:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1695, loss: 1.1695 +2025-05-27 18:06:05,767 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 5:57:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1315, loss: 1.1315 +2025-05-27 18:06:48,993 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 5:57:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1734, loss: 1.1734 +2025-05-27 18:07:32,375 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:56:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1380, loss: 1.1380 +2025-05-27 18:08:15,558 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:55:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1191, loss: 1.1191 +2025-05-27 18:08:58,478 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:55:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1377, loss: 1.1377 +2025-05-27 18:09:41,281 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:54:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1077, loss: 1.1077 +2025-05-27 18:10:24,078 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:53:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1726, loss: 1.1726 +2025-05-27 18:11:06,830 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:52:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1324, loss: 1.1324 +2025-05-27 18:11:49,576 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:52:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1418, loss: 1.1418 +2025-05-27 18:12:32,374 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:51:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1473, loss: 1.1473 +2025-05-27 18:13:15,135 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:50:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1498, loss: 1.1498 +2025-05-27 18:13:58,082 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:49:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1618, loss: 1.1618 +2025-05-27 18:14:41,012 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:49:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1131, loss: 1.1131 +2025-05-27 18:15:24,041 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:48:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1586, loss: 1.1586 +2025-05-27 18:16:06,938 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:47:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1341, loss: 1.1341 +2025-05-27 18:16:49,806 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:46:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1330, loss: 1.1330 +2025-05-27 18:16:52,916 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-27 18:18:09,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:18:09,588 - pyskl - INFO - +top1_acc 0.9144 +top5_acc 0.9851 +2025-05-27 18:18:09,591 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9144, top5_acc: 0.9851 +2025-05-27 18:19:14,351 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:46:15, time: 0.648, data_time: 0.218, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1027, loss: 1.1027 +2025-05-27 18:19:57,330 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:45:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1071, loss: 1.1071 +2025-05-27 18:20:40,519 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:44:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1137, loss: 1.1137 +2025-05-27 18:21:23,897 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:44:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1179, loss: 1.1179 +2025-05-27 18:22:06,944 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:43:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1259, loss: 1.1259 +2025-05-27 18:22:49,963 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:42:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1442, loss: 1.1442 +2025-05-27 18:23:32,986 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:41:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1673, loss: 1.1673 +2025-05-27 18:24:16,031 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:41:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1147, loss: 1.1147 +2025-05-27 18:24:59,168 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:40:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1144, loss: 1.1144 +2025-05-27 18:25:42,318 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:39:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1065, loss: 1.1065 +2025-05-27 18:26:25,210 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:38:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1174, loss: 1.1174 +2025-05-27 18:27:08,130 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:38:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1252, loss: 1.1252 +2025-05-27 18:27:51,135 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:37:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1368, loss: 1.1368 +2025-05-27 18:28:34,041 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:36:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1397, loss: 1.1397 +2025-05-27 18:29:16,915 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:36:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1606, loss: 1.1606 +2025-05-27 18:29:59,802 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:35:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1420, loss: 1.1420 +2025-05-27 18:30:42,690 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:34:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1373, loss: 1.1373 +2025-05-27 18:31:25,575 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:33:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1492, loss: 1.1492 +2025-05-27 18:32:08,476 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:33:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1407, loss: 1.1407 +2025-05-27 18:32:51,357 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:32:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1168, loss: 1.1168 +2025-05-27 18:33:34,263 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:31:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1426, loss: 1.1426 +2025-05-27 18:34:17,529 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:30:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1281, loss: 1.1281 +2025-05-27 18:35:00,872 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:30:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1114, loss: 1.1114 +2025-05-27 18:35:43,718 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:29:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1818, loss: 1.1818 +2025-05-27 18:36:26,508 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:28:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1295, loss: 1.1295 +2025-05-27 18:36:29,648 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-27 18:37:46,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:37:46,199 - pyskl - INFO - +top1_acc 0.9043 +top5_acc 0.9767 +2025-05-27 18:37:46,202 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9043, top5_acc: 0.9767 +2025-05-27 18:38:51,100 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:28:00, time: 0.649, data_time: 0.219, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1099, loss: 1.1099 +2025-05-27 18:39:34,137 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:27:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1234, loss: 1.1234 +2025-05-27 18:40:17,052 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:26:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1373, loss: 1.1373 +2025-05-27 18:40:59,936 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:25:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1509, loss: 1.1509 +2025-05-27 18:41:43,099 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:25:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1440, loss: 1.1440 +2025-05-27 18:42:26,205 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:24:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0838, loss: 1.0838 +2025-05-27 18:43:09,305 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:23:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1117, loss: 1.1117 +2025-05-27 18:43:52,343 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:22:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1238, loss: 1.1238 +2025-05-27 18:44:35,428 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:22:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1100, loss: 1.1100 +2025-05-27 18:45:18,470 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:21:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1395, loss: 1.1395 +2025-05-27 18:46:01,374 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:20:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1145, loss: 1.1145 +2025-05-27 18:46:44,399 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:19:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1010, loss: 1.1010 +2025-05-27 18:47:27,398 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:19:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1097, loss: 1.1097 +2025-05-27 18:48:10,482 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:18:30, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1237, loss: 1.1237 +2025-05-27 18:48:53,356 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:17:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0984, loss: 1.0984 +2025-05-27 18:49:36,265 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:17:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1469, loss: 1.1469 +2025-05-27 18:50:19,232 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:16:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1178, loss: 1.1178 +2025-05-27 18:51:02,131 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:15:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1048, loss: 1.1048 +2025-05-27 18:51:45,287 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:14:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1036, loss: 1.1036 +2025-05-27 18:52:28,230 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:14:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1179, loss: 1.1179 +2025-05-27 18:53:11,102 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:13:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1003, loss: 1.1003 +2025-05-27 18:53:53,789 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:12:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1308, loss: 1.1308 +2025-05-27 18:54:36,802 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:11:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1043, loss: 1.1043 +2025-05-27 18:55:19,792 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:11:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1110, loss: 1.1110 +2025-05-27 18:56:02,801 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:10:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-05-27 18:56:05,956 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-27 18:57:24,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:57:24,195 - pyskl - INFO - +top1_acc 0.9118 +top5_acc 0.9816 +2025-05-27 18:57:24,198 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9118, top5_acc: 0.9816 +2025-05-27 18:58:30,138 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:09:44, time: 0.659, data_time: 0.231, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1159, loss: 1.1159 +2025-05-27 18:59:13,057 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:09:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0961, loss: 1.0961 +2025-05-27 18:59:55,962 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:08:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-27 19:00:38,906 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:07:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1183, loss: 1.1183 +2025-05-27 19:01:21,825 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:06:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1136, loss: 1.1136 +2025-05-27 19:02:04,717 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:06:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0964, loss: 1.0964 +2025-05-27 19:02:47,682 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:05:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0971, loss: 1.0971 +2025-05-27 19:03:30,728 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:04:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1050, loss: 1.1050 +2025-05-27 19:04:13,769 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:03:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0874, loss: 1.0874 +2025-05-27 19:04:56,735 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:03:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1053, loss: 1.1053 +2025-05-27 19:05:39,588 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 5:02:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0738, loss: 1.0738 +2025-05-27 19:06:22,515 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 5:01:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0752, loss: 1.0752 +2025-05-27 19:07:05,466 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 5:00:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1101, loss: 1.1101 +2025-05-27 19:07:48,379 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 5:00:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1508, loss: 1.1508 +2025-05-27 19:08:31,239 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 4:59:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1020, loss: 1.1020 +2025-05-27 19:09:14,130 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 4:58:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0959, loss: 1.0959 +2025-05-27 19:09:57,029 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 4:58:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0864, loss: 1.0864 +2025-05-27 19:10:39,939 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:57:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0760, loss: 1.0760 +2025-05-27 19:11:22,816 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:56:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1141, loss: 1.1141 +2025-05-27 19:12:05,661 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:55:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0872, loss: 1.0872 +2025-05-27 19:12:48,515 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:55:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0842, loss: 1.0842 +2025-05-27 19:13:31,428 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:54:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1087, loss: 1.1087 +2025-05-27 19:14:14,154 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:53:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0775, loss: 1.0775 +2025-05-27 19:14:56,821 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:52:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1024, loss: 1.1024 +2025-05-27 19:15:39,668 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:52:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0684, loss: 1.0684 +2025-05-27 19:15:42,818 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-27 19:16:59,762 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:16:59,828 - pyskl - INFO - +top1_acc 0.9164 +top5_acc 0.9864 +2025-05-27 19:16:59,831 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9164, top5_acc: 0.9864 +2025-05-27 19:18:04,904 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:51:28, time: 0.651, data_time: 0.221, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0481, loss: 1.0481 +2025-05-27 19:18:47,882 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:50:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0731, loss: 1.0731 +2025-05-27 19:19:30,899 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:50:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0846, loss: 1.0846 +2025-05-27 19:20:13,901 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:49:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0300, loss: 1.0300 +2025-05-27 19:20:56,930 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:48:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0988, loss: 1.0988 +2025-05-27 19:21:39,881 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:47:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0790, loss: 1.0790 +2025-05-27 19:22:23,138 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:47:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0929, loss: 1.0929 +2025-05-27 19:23:06,303 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:46:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1199, loss: 1.1199 +2025-05-27 19:23:49,498 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:45:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0900, loss: 1.0900 +2025-05-27 19:24:32,478 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:44:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1161, loss: 1.1161 +2025-05-27 19:25:15,447 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:44:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0780, loss: 1.0780 +2025-05-27 19:25:58,459 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:43:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0693, loss: 1.0693 +2025-05-27 19:26:41,654 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:42:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0828, loss: 1.0828 +2025-05-27 19:27:24,688 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:41:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0746, loss: 1.0746 +2025-05-27 19:28:07,590 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:41:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0889, loss: 1.0889 +2025-05-27 19:28:50,441 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:40:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0840, loss: 1.0840 +2025-05-27 19:29:33,298 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:39:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0879, loss: 1.0879 +2025-05-27 19:30:16,242 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:39:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1112, loss: 1.1112 +2025-05-27 19:30:59,195 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:38:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0800, loss: 1.0800 +2025-05-27 19:31:42,180 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:37:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0884, loss: 1.0884 +2025-05-27 19:32:25,212 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:36:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0693, loss: 1.0693 +2025-05-27 19:33:08,108 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:36:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0691, loss: 1.0691 +2025-05-27 19:33:51,019 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:35:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1072, loss: 1.1072 +2025-05-27 19:34:33,890 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:34:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1082, loss: 1.1082 +2025-05-27 19:35:16,727 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:33:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1088, loss: 1.1088 +2025-05-27 19:35:19,859 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-27 19:44:30,476 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:44:30,543 - pyskl - INFO - +top1_acc 0.9131 +top5_acc 0.9867 +2025-05-27 19:44:30,545 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9131, top5_acc: 0.9867 +2025-05-27 19:45:34,761 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:33:12, time: 0.642, data_time: 0.215, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0836, loss: 1.0836 +2025-05-27 19:46:17,483 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:32:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1030, loss: 1.1030 +2025-05-27 19:47:00,247 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:31:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0835, loss: 1.0835 +2025-05-27 19:47:43,042 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:31:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0741, loss: 1.0741 +2025-05-27 19:48:25,874 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:30:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0728, loss: 1.0728 +2025-05-27 19:49:08,721 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:29:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0729, loss: 1.0729 +2025-05-27 19:49:51,771 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:28:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0762, loss: 1.0762 +2025-05-27 19:50:35,006 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:28:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1051, loss: 1.1051 +2025-05-27 19:51:18,111 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:27:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0878, loss: 1.0878 +2025-05-27 19:52:01,061 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:26:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0587, loss: 1.0587 +2025-05-27 19:52:44,075 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:25:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0517, loss: 1.0517 +2025-05-27 19:53:27,158 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:25:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0545, loss: 1.0545 +2025-05-27 19:54:10,196 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:24:27, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0649, loss: 1.0649 +2025-05-27 19:54:53,272 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:23:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0860, loss: 1.0860 +2025-05-27 19:55:36,290 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:22:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0465, loss: 1.0465 +2025-05-27 19:56:19,253 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:22:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0571, loss: 1.0571 +2025-05-27 19:57:02,425 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:21:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0478, loss: 1.0478 +2025-05-27 19:57:45,416 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:20:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0624, loss: 1.0624 +2025-05-27 19:58:28,315 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:20:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0665, loss: 1.0665 +2025-05-27 19:59:11,301 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:19:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0512, loss: 1.0512 +2025-05-27 19:59:54,203 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:18:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1064, loss: 1.1064 +2025-05-27 20:00:37,149 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:17:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1072, loss: 1.1072 +2025-05-27 20:01:20,106 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:17:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0840, loss: 1.0840 +2025-05-27 20:02:03,074 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:16:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0549, loss: 1.0549 +2025-05-27 20:02:46,051 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:15:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0611, loss: 1.0611 +2025-05-27 20:02:49,153 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-27 20:04:05,763 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:04:05,829 - pyskl - INFO - +top1_acc 0.9271 +top5_acc 0.9879 +2025-05-27 20:04:05,882 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_126.pth was removed +2025-05-27 20:04:06,919 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-05-27 20:04:06,920 - pyskl - INFO - Best top1_acc is 0.9271 at 136 epoch. +2025-05-27 20:04:06,923 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9271, top5_acc: 0.9879 +2025-05-27 20:05:10,519 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:14:57, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0506, loss: 1.0506 +2025-05-27 20:05:53,442 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:14:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0741, loss: 1.0741 +2025-05-27 20:06:36,333 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:13:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0531, loss: 1.0531 +2025-05-27 20:07:19,193 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:12:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-05-27 20:08:02,074 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:12:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0502, loss: 1.0502 +2025-05-27 20:08:44,979 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:11:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0587, loss: 1.0587 +2025-05-27 20:09:27,947 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:10:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0775, loss: 1.0775 +2025-05-27 20:10:10,923 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:09:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0407, loss: 1.0407 +2025-05-27 20:10:53,906 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:09:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-05-27 20:11:36,893 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:08:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0673, loss: 1.0673 +2025-05-27 20:12:19,850 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:07:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0787, loss: 1.0787 +2025-05-27 20:13:02,867 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:06:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0304, loss: 1.0304 +2025-05-27 20:13:45,637 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:06:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0298, loss: 1.0298 +2025-05-27 20:14:28,472 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:05:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0627, loss: 1.0627 +2025-05-27 20:15:11,363 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:04:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0518, loss: 1.0518 +2025-05-27 20:15:54,198 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:04:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0573, loss: 1.0573 +2025-05-27 20:16:37,170 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:03:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0554, loss: 1.0554 +2025-05-27 20:17:19,984 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:02:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-05-27 20:18:02,866 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 4:01:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0544, loss: 1.0544 +2025-05-27 20:18:45,785 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 4:01:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0291, loss: 1.0291 +2025-05-27 20:19:28,675 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 4:00:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0386, loss: 1.0386 +2025-05-27 20:20:11,569 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 3:59:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1007, loss: 1.1007 +2025-05-27 20:20:54,538 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 3:58:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-05-27 20:21:37,476 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 3:58:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0753, loss: 1.0753 +2025-05-27 20:22:20,379 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:57:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0389, loss: 1.0389 +2025-05-27 20:22:23,464 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-27 20:23:40,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:23:40,212 - pyskl - INFO - +top1_acc 0.8959 +top5_acc 0.9617 +2025-05-27 20:23:40,214 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.8959, top5_acc: 0.9617 +2025-05-27 20:24:44,481 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:56:41, time: 0.643, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0654, loss: 1.0654 +2025-05-27 20:25:27,597 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:55:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0391, loss: 1.0391 +2025-05-27 20:26:10,727 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:55:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0404, loss: 1.0404 +2025-05-27 20:26:53,529 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:54:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0494, loss: 1.0494 +2025-05-27 20:27:36,476 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:53:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0240, loss: 1.0240 +2025-05-27 20:28:19,382 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:53:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0203, loss: 1.0203 +2025-05-27 20:29:02,440 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:52:18, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0318, loss: 1.0318 +2025-05-27 20:29:45,606 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:51:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0721, loss: 1.0721 +2025-05-27 20:30:28,919 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:50:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0545, loss: 1.0545 +2025-05-27 20:31:12,063 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:50:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0448, loss: 1.0448 +2025-05-27 20:31:55,218 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:49:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0506, loss: 1.0506 +2025-05-27 20:32:38,196 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:48:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0415, loss: 1.0415 +2025-05-27 20:33:21,331 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:47:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0666, loss: 1.0666 +2025-05-27 20:34:04,512 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:47:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0483, loss: 1.0483 +2025-05-27 20:34:47,713 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:46:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0607, loss: 1.0607 +2025-05-27 20:35:30,750 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:45:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0641, loss: 1.0641 +2025-05-27 20:36:13,946 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:45:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0698, loss: 1.0698 +2025-05-27 20:36:56,945 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:44:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0686, loss: 1.0686 +2025-05-27 20:37:39,949 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:43:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0491, loss: 1.0491 +2025-05-27 20:38:22,910 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:42:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0838, loss: 1.0838 +2025-05-27 20:39:05,818 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:42:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0387, loss: 1.0387 +2025-05-27 20:39:48,517 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:41:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0853, loss: 1.0853 +2025-05-27 20:40:31,524 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:40:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0681, loss: 1.0681 +2025-05-27 20:41:14,521 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:39:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0684, loss: 1.0684 +2025-05-27 20:41:57,442 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:39:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-05-27 20:42:00,522 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-27 20:43:16,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:43:16,948 - pyskl - INFO - +top1_acc 0.9178 +top5_acc 0.9869 +2025-05-27 20:43:16,951 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9178, top5_acc: 0.9869 +2025-05-27 20:44:20,948 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:38:25, time: 0.640, data_time: 0.211, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0436, loss: 1.0436 +2025-05-27 20:45:03,957 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:37:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0231, loss: 1.0231 +2025-05-27 20:45:46,902 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:36:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0286, loss: 1.0286 +2025-05-27 20:46:30,116 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:36:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0617, loss: 1.0617 +2025-05-27 20:47:13,148 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:35:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0809, loss: 1.0809 +2025-05-27 20:47:56,177 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:34:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0612, loss: 1.0612 +2025-05-27 20:48:39,195 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:34:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0541, loss: 1.0541 +2025-05-27 20:49:22,225 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:33:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0619, loss: 1.0619 +2025-05-27 20:50:05,341 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:32:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0272, loss: 1.0272 +2025-05-27 20:50:48,373 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:31:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0388, loss: 1.0388 +2025-05-27 20:51:31,364 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:31:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0506, loss: 1.0506 +2025-05-27 20:52:14,432 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:30:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1012, loss: 1.1012 +2025-05-27 20:52:57,491 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:29:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0340, loss: 1.0340 +2025-05-27 20:53:40,383 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:28:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2025-05-27 20:54:23,233 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:28:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0260, loss: 1.0260 +2025-05-27 20:55:06,182 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:27:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0458, loss: 1.0458 +2025-05-27 20:55:49,111 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:26:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0309, loss: 1.0309 +2025-05-27 20:56:32,030 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:26:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0297, loss: 1.0297 +2025-05-27 20:57:14,848 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:25:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0466, loss: 1.0466 +2025-05-27 20:57:57,703 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:24:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0352, loss: 1.0352 +2025-05-27 20:58:40,595 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:23:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0614, loss: 1.0614 +2025-05-27 20:59:23,465 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:23:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0331, loss: 1.0331 +2025-05-27 21:00:06,509 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:22:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0289, loss: 1.0289 +2025-05-27 21:00:49,422 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:21:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0351, loss: 1.0351 +2025-05-27 21:01:32,374 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:20:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0294, loss: 1.0294 +2025-05-27 21:01:35,470 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-27 21:02:52,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:02:52,097 - pyskl - INFO - +top1_acc 0.9190 +top5_acc 0.9879 +2025-05-27 21:02:52,100 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9190, top5_acc: 0.9879 +2025-05-27 21:03:56,425 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:20:09, time: 0.643, data_time: 0.214, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0432, loss: 1.0432 +2025-05-27 21:04:39,349 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:19:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0192, loss: 1.0192 +2025-05-27 21:05:22,291 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:18:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0512, loss: 1.0512 +2025-05-27 21:06:05,258 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:17:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0302, loss: 1.0302 +2025-05-27 21:06:48,226 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:17:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0153, loss: 1.0153 +2025-05-27 21:07:31,140 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:16:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0320, loss: 1.0320 +2025-05-27 21:08:14,099 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:15:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0342, loss: 1.0342 +2025-05-27 21:08:56,946 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:15:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0070, loss: 1.0070 +2025-05-27 21:09:40,098 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:14:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0297, loss: 1.0297 +2025-05-27 21:10:23,473 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:13:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0336, loss: 1.0336 +2025-05-27 21:11:06,912 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:12:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0440, loss: 1.0440 +2025-05-27 21:11:50,136 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:12:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0445, loss: 1.0445 +2025-05-27 21:12:33,107 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:11:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0585, loss: 1.0585 +2025-05-27 21:13:16,144 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:10:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0603, loss: 1.0603 +2025-05-27 21:13:59,024 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:09:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9912, loss: 0.9912 +2025-05-27 21:14:41,885 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:09:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0456, loss: 1.0456 +2025-05-27 21:15:24,747 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:08:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0557, loss: 1.0557 +2025-05-27 21:16:07,883 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:07:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0434, loss: 1.0434 +2025-05-27 21:16:51,102 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:07:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0372, loss: 1.0372 +2025-05-27 21:17:34,295 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:06:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0582, loss: 1.0582 +2025-05-27 21:18:17,439 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:05:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0307, loss: 1.0307 +2025-05-27 21:19:00,939 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:04:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0190, loss: 1.0190 +2025-05-27 21:19:44,063 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:04:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0519, loss: 1.0519 +2025-05-27 21:20:27,218 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:03:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-05-27 21:21:10,305 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:02:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0415, loss: 1.0415 +2025-05-27 21:21:13,436 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-27 21:29:35,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:29:36,004 - pyskl - INFO - +top1_acc 0.9074 +top5_acc 0.9774 +2025-05-27 21:29:36,007 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9074, top5_acc: 0.9774 +2025-05-27 21:30:40,845 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:01:54, time: 0.648, data_time: 0.219, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0003, loss: 1.0003 +2025-05-27 21:31:24,111 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 3:01:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0252, loss: 1.0252 +2025-05-27 21:32:07,340 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 3:00:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0332, loss: 1.0332 +2025-05-27 21:32:50,612 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 2:59:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0568, loss: 1.0568 +2025-05-27 21:33:33,657 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:58:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0443, loss: 1.0443 +2025-05-27 21:34:16,416 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:58:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0647, loss: 1.0647 +2025-05-27 21:34:59,187 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:57:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0805, loss: 1.0805 +2025-05-27 21:35:42,308 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:56:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0283, loss: 1.0283 +2025-05-27 21:36:25,295 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:56:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0398, loss: 1.0398 +2025-05-27 21:37:08,107 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:55:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0468, loss: 1.0468 +2025-05-27 21:37:50,816 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:54:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0793, loss: 1.0793 +2025-05-27 21:38:33,698 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:53:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0313, loss: 1.0313 +2025-05-27 21:39:16,604 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:53:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0339, loss: 1.0339 +2025-05-27 21:39:59,610 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:52:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0553, loss: 1.0553 +2025-05-27 21:40:42,575 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:51:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9994, loss: 0.9994 +2025-05-27 21:41:25,721 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:50:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0160, loss: 1.0160 +2025-05-27 21:42:08,878 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:50:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0160, loss: 1.0160 +2025-05-27 21:42:51,912 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:49:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0341, loss: 1.0341 +2025-05-27 21:43:34,841 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:48:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0561, loss: 1.0561 +2025-05-27 21:44:17,718 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:48:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9951, loss: 0.9951 +2025-05-27 21:45:00,641 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:47:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0285, loss: 1.0285 +2025-05-27 21:45:43,602 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:46:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9880, loss: 0.9880 +2025-05-27 21:46:26,583 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:45:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0483, loss: 1.0483 +2025-05-27 21:47:09,646 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:45:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0622, loss: 1.0622 +2025-05-27 21:47:52,748 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:44:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0389, loss: 1.0389 +2025-05-27 21:47:55,847 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-27 21:49:12,618 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:49:12,686 - pyskl - INFO - +top1_acc 0.9048 +top5_acc 0.9830 +2025-05-27 21:49:12,689 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9048, top5_acc: 0.9830 +2025-05-27 21:50:17,719 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:43:38, time: 0.650, data_time: 0.218, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9677, loss: 0.9677 +2025-05-27 21:51:01,186 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:42:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0210, loss: 1.0210 +2025-05-27 21:51:44,976 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:42:10, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0310, loss: 1.0310 +2025-05-27 21:52:28,444 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:41:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0195, loss: 1.0195 +2025-05-27 21:53:11,791 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:40:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0216, loss: 1.0216 +2025-05-27 21:53:55,022 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:39:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0063, loss: 1.0063 +2025-05-27 21:54:38,102 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:39:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0038, loss: 1.0038 +2025-05-27 21:55:21,087 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:38:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0155, loss: 1.0155 +2025-05-27 21:56:04,108 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:37:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0687, loss: 1.0687 +2025-05-27 21:56:47,032 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:37:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0340, loss: 1.0340 +2025-05-27 21:57:30,183 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:36:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0166, loss: 1.0166 +2025-05-27 21:58:13,157 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:35:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0169, loss: 1.0169 +2025-05-27 21:58:56,284 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:34:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0175, loss: 1.0175 +2025-05-27 21:59:39,343 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:34:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0163, loss: 1.0163 +2025-05-27 22:00:22,350 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:33:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0449, loss: 1.0449 +2025-05-27 22:01:05,281 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:32:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0391, loss: 1.0391 +2025-05-27 22:01:48,175 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:31:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9777, loss: 0.9777 +2025-05-27 22:02:31,123 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:31:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0121, loss: 1.0121 +2025-05-27 22:03:14,038 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:30:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0523, loss: 1.0523 +2025-05-27 22:03:56,941 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:29:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0371, loss: 1.0371 +2025-05-27 22:04:39,822 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:29:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0135, loss: 1.0135 +2025-05-27 22:05:22,676 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:28:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0136, loss: 1.0136 +2025-05-27 22:06:05,530 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:27:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0242, loss: 1.0242 +2025-05-27 22:06:48,413 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:26:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0024, loss: 1.0024 +2025-05-27 22:07:31,289 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:26:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0384, loss: 1.0384 +2025-05-27 22:07:34,394 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-27 22:08:51,539 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:08:51,615 - pyskl - INFO - +top1_acc 0.9002 +top5_acc 0.9786 +2025-05-27 22:08:51,618 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9002, top5_acc: 0.9786 +2025-05-27 22:09:56,083 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:25:22, time: 0.645, data_time: 0.216, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0181, loss: 1.0181 +2025-05-27 22:10:39,001 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:24:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0245, loss: 1.0245 +2025-05-27 22:11:22,163 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:23:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0379, loss: 1.0379 +2025-05-27 22:12:05,321 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:23:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0575, loss: 1.0575 +2025-05-27 22:12:48,442 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:22:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0194, loss: 1.0194 +2025-05-27 22:13:31,566 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:21:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0186, loss: 1.0186 +2025-05-27 22:14:14,661 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:21:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0682, loss: 1.0682 +2025-05-27 22:14:57,506 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:20:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0253, loss: 1.0253 +2025-05-27 22:15:40,530 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:19:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0108, loss: 1.0108 +2025-05-27 22:16:23,487 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:18:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0119, loss: 1.0119 +2025-05-27 22:17:06,566 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:18:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0228, loss: 1.0228 +2025-05-27 22:17:49,609 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:17:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2025-05-27 22:18:32,582 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:16:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0138, loss: 1.0138 +2025-05-27 22:19:15,559 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:15:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0132, loss: 1.0132 +2025-05-27 22:19:58,509 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:15:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2025-05-27 22:20:41,540 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:14:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0085, loss: 1.0085 +2025-05-27 22:21:24,462 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:13:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9669, loss: 0.9669 +2025-05-27 22:22:07,462 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:12:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0548, loss: 1.0548 +2025-05-27 22:22:50,322 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:12:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0178, loss: 1.0178 +2025-05-27 22:23:33,262 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:11:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0404, loss: 1.0404 +2025-05-27 22:24:16,219 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:10:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0194, loss: 1.0194 +2025-05-27 22:24:59,171 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:10:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0191, loss: 1.0191 +2025-05-27 22:25:42,068 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:09:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0263, loss: 1.0263 +2025-05-27 22:26:24,916 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:08:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9816, loss: 0.9816 +2025-05-27 22:27:07,844 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:07:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9998, loss: 0.9998 +2025-05-27 22:27:10,914 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-27 22:28:27,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:28:27,261 - pyskl - INFO - +top1_acc 0.8983 +top5_acc 0.9700 +2025-05-27 22:28:27,264 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.8983, top5_acc: 0.9700 +2025-05-27 22:29:31,347 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:07:06, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9904, loss: 0.9904 +2025-05-27 22:30:14,387 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:06:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9870, loss: 0.9870 +2025-05-27 22:30:57,449 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:05:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0208, loss: 1.0208 +2025-05-27 22:31:40,543 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:04:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9969, loss: 0.9969 +2025-05-27 22:32:23,435 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:04:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0246, loss: 1.0246 +2025-05-27 22:33:06,647 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:03:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9843, loss: 0.9843 +2025-05-27 22:33:49,757 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:02:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0304, loss: 1.0304 +2025-05-27 22:34:32,719 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:02:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0300, loss: 1.0300 +2025-05-27 22:35:15,791 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:01:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0321, loss: 1.0321 +2025-05-27 22:35:58,754 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 2:00:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0372, loss: 1.0372 +2025-05-27 22:36:41,784 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:59:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0433, loss: 1.0433 +2025-05-27 22:37:24,780 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:59:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0628, loss: 1.0628 +2025-05-27 22:38:07,830 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:58:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0253, loss: 1.0253 +2025-05-27 22:38:50,891 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:57:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9893, loss: 0.9893 +2025-05-27 22:39:33,952 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:56:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2025-05-27 22:40:16,923 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:56:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9937, loss: 0.9937 +2025-05-27 22:40:59,943 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:55:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0048, loss: 1.0048 +2025-05-27 22:41:42,988 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:54:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0074, loss: 1.0074 +2025-05-27 22:42:26,031 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:53:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0249, loss: 1.0249 +2025-05-27 22:43:09,005 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:53:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0395, loss: 1.0395 +2025-05-27 22:43:51,910 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:52:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0300, loss: 1.0300 +2025-05-27 22:44:34,910 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:51:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0121, loss: 1.0121 +2025-05-27 22:45:17,998 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:51:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0271, loss: 1.0271 +2025-05-27 22:46:00,946 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:50:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9949, loss: 0.9949 +2025-05-27 22:46:43,839 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:49:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9922, loss: 0.9922 +2025-05-27 22:46:46,907 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-27 22:48:03,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:48:03,502 - pyskl - INFO - +top1_acc 0.8919 +top5_acc 0.9608 +2025-05-27 22:48:03,504 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.8919, top5_acc: 0.9608 +2025-05-27 22:49:07,559 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:48:51, time: 0.640, data_time: 0.213, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0259, loss: 1.0259 +2025-05-27 22:49:50,341 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:48:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0332, loss: 1.0332 +2025-05-27 22:50:33,116 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:47:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0150, loss: 1.0150 +2025-05-27 22:51:16,014 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:46:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0231, loss: 1.0231 +2025-05-27 22:51:58,949 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:45:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0489, loss: 1.0489 +2025-05-27 22:52:41,804 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:45:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0412, loss: 1.0412 +2025-05-27 22:53:24,792 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:44:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0337, loss: 1.0337 +2025-05-27 22:54:07,582 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:43:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0213, loss: 1.0213 +2025-05-27 22:54:50,355 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:43:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9925, loss: 0.9925 +2025-05-27 22:55:33,126 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:42:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9785, loss: 0.9785 +2025-05-27 22:56:16,033 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:41:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0234, loss: 1.0234 +2025-05-27 22:56:59,018 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:40:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9966, loss: 0.9966 +2025-05-27 22:57:41,931 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:40:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0218, loss: 1.0218 +2025-05-27 22:58:24,771 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:39:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0306, loss: 1.0306 +2025-05-27 22:59:07,692 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:38:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9978, loss: 0.9978 +2025-05-27 22:59:50,739 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:37:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0019, loss: 1.0019 +2025-05-27 23:00:33,888 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:37:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9759, loss: 0.9759 +2025-05-27 23:01:16,791 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:36:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9668, loss: 0.9668 +2025-05-27 23:01:59,484 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:35:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9895, loss: 0.9895 +2025-05-27 23:02:42,317 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:34:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2025-05-27 23:03:25,163 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:34:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0066, loss: 1.0066 +2025-05-27 23:04:07,824 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:33:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9836, loss: 0.9836 +2025-05-27 23:04:50,720 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:32:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0208, loss: 1.0208 +2025-05-27 23:05:33,595 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:32:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9943, loss: 0.9943 +2025-05-27 23:06:16,434 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:31:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9979, loss: 0.9979 +2025-05-27 23:06:19,478 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-27 23:14:38,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:14:38,941 - pyskl - INFO - +top1_acc 0.9138 +top5_acc 0.9731 +2025-05-27 23:14:38,943 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9138, top5_acc: 0.9731 +2025-05-27 23:15:43,003 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:30:35, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9850, loss: 0.9850 +2025-05-27 23:16:25,917 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:29:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9948, loss: 0.9948 +2025-05-27 23:17:08,886 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:29:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0300, loss: 1.0300 +2025-05-27 23:17:51,877 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:28:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9978, loss: 0.9978 +2025-05-27 23:18:34,806 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:27:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0223, loss: 1.0223 +2025-05-27 23:19:17,814 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:26:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0171, loss: 1.0171 +2025-05-27 23:20:00,909 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:26:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9896, loss: 0.9896 +2025-05-27 23:20:44,138 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:25:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0121, loss: 1.0121 +2025-05-27 23:21:27,190 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:24:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0214, loss: 1.0214 +2025-05-27 23:22:10,251 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:24:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0004, loss: 1.0004 +2025-05-27 23:22:53,249 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:23:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0198, loss: 1.0198 +2025-05-27 23:23:36,132 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:22:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9763, loss: 0.9763 +2025-05-27 23:24:18,923 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:21:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0186, loss: 1.0186 +2025-05-27 23:25:01,676 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:21:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0247, loss: 1.0247 +2025-05-27 23:25:44,508 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:20:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0151, loss: 1.0151 +2025-05-27 23:26:27,362 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:19:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0171, loss: 1.0171 +2025-05-27 23:27:10,138 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:18:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0085, loss: 1.0085 +2025-05-27 23:27:52,949 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:18:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9853, loss: 0.9853 +2025-05-27 23:28:35,760 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:17:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9792, loss: 0.9792 +2025-05-27 23:29:18,503 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:16:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0015, loss: 1.0015 +2025-05-27 23:30:01,317 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:16:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0208, loss: 1.0208 +2025-05-27 23:30:44,094 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:15:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0110, loss: 1.0110 +2025-05-27 23:31:26,912 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:14:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9854, loss: 0.9854 +2025-05-27 23:32:09,705 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:13:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0397, loss: 1.0397 +2025-05-27 23:32:52,537 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:13:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0140, loss: 1.0140 +2025-05-27 23:32:55,659 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-27 23:34:11,980 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:34:12,046 - pyskl - INFO - +top1_acc 0.9008 +top5_acc 0.9636 +2025-05-27 23:34:12,048 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9008, top5_acc: 0.9636 +2025-05-27 23:35:16,206 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:12:19, time: 0.642, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0112, loss: 1.0112 +2025-05-27 23:35:59,266 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:11:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9668, loss: 0.9668 +2025-05-27 23:36:42,158 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:10:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9913, loss: 0.9913 +2025-05-27 23:37:25,025 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:10:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0120, loss: 1.0120 +2025-05-27 23:38:07,937 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:09:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0005, loss: 1.0005 +2025-05-27 23:38:51,186 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:08:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0234, loss: 1.0234 +2025-05-27 23:39:34,333 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:07:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-05-27 23:40:17,460 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:07:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0231, loss: 1.0231 +2025-05-27 23:41:00,458 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:06:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9946, loss: 0.9946 +2025-05-27 23:41:43,359 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:05:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0137, loss: 1.0137 +2025-05-27 23:42:26,623 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:05:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9988, loss: 0.9988 +2025-05-27 23:43:09,663 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:04:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0182, loss: 1.0182 +2025-05-27 23:43:52,779 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:03:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9785, loss: 0.9785 +2025-05-27 23:44:35,784 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:02:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0095, loss: 1.0095 +2025-05-27 23:45:18,759 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:02:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0122, loss: 1.0122 +2025-05-27 23:46:01,635 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:01:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9895, loss: 0.9895 +2025-05-27 23:46:44,869 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:00:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9936, loss: 0.9936 +2025-05-27 23:47:27,937 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:59:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0097, loss: 1.0097 +2025-05-27 23:48:11,063 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:59:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0167, loss: 1.0167 +2025-05-27 23:48:54,114 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:58:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0058, loss: 1.0058 +2025-05-27 23:49:37,243 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:57:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0113, loss: 1.0113 +2025-05-27 23:50:20,225 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:57:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9815, loss: 0.9815 +2025-05-27 23:51:03,240 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:56:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9755, loss: 0.9755 +2025-05-27 23:51:46,259 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:55:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0016, loss: 1.0016 +2025-05-27 23:52:29,315 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:54:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0053, loss: 1.0053 +2025-05-27 23:52:32,378 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-27 23:53:48,773 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:53:48,841 - pyskl - INFO - +top1_acc 0.8997 +top5_acc 0.9683 +2025-05-27 23:53:48,843 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.8997, top5_acc: 0.9683 +2025-05-27 23:54:52,683 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:54:03, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0234, loss: 1.0234 +2025-05-27 23:55:35,617 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:53:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9610, loss: 0.9610 +2025-05-27 23:56:18,499 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:52:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0043, loss: 1.0043 +2025-05-27 23:57:01,471 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:51:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9823, loss: 0.9823 +2025-05-27 23:57:44,406 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:51:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0276, loss: 1.0276 +2025-05-27 23:58:27,315 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:50:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0029, loss: 1.0029 +2025-05-27 23:59:10,220 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:49:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0259, loss: 1.0259 +2025-05-27 23:59:53,385 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:48:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9750, loss: 0.9750 +2025-05-28 00:00:36,531 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:48:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9930, loss: 0.9930 +2025-05-28 00:01:19,490 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0056, loss: 1.0056 +2025-05-28 00:02:02,484 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:46:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9857, loss: 0.9857 +2025-05-28 00:02:45,847 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:46:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0125, loss: 1.0125 +2025-05-28 00:03:29,051 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:45:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0166, loss: 1.0166 +2025-05-28 00:04:12,015 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0124, loss: 1.0124 +2025-05-28 00:04:54,976 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:43:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0142, loss: 1.0142 +2025-05-28 00:05:37,798 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:43:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9761, loss: 0.9761 +2025-05-28 00:06:20,638 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:42:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9977, loss: 0.9977 +2025-05-28 00:07:03,534 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:41:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9868, loss: 0.9868 +2025-05-28 00:07:46,349 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:40:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2025-05-28 00:08:29,227 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:40:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-05-28 00:09:12,211 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0324, loss: 1.0324 +2025-05-28 00:09:55,264 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:38:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0424, loss: 1.0424 +2025-05-28 00:10:37,992 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:38:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0186, loss: 1.0186 +2025-05-28 00:11:20,880 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:37:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9804, loss: 0.9804 +2025-05-28 00:12:03,796 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2025-05-28 00:12:06,871 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-28 00:13:23,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:13:23,305 - pyskl - INFO - +top1_acc 0.8864 +top5_acc 0.9503 +2025-05-28 00:13:23,308 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.8864, top5_acc: 0.9503 +2025-05-28 00:14:27,266 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:35:47, time: 0.640, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0168, loss: 1.0168 +2025-05-28 00:15:10,098 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:35:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0338, loss: 1.0338 +2025-05-28 00:15:52,902 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9818, loss: 0.9818 +2025-05-28 00:16:35,746 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0178, loss: 1.0178 +2025-05-28 00:17:18,638 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:32:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9990, loss: 0.9990 +2025-05-28 00:18:01,567 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:32:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0131, loss: 1.0131 +2025-05-28 00:18:44,504 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0153, loss: 1.0153 +2025-05-28 00:19:27,613 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0279, loss: 1.0279 +2025-05-28 00:20:10,474 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:29:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9976, loss: 0.9976 +2025-05-28 00:20:53,310 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:29:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9607, loss: 0.9607 +2025-05-28 00:21:36,139 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0143, loss: 1.0143 +2025-05-28 00:22:19,010 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:27:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0048, loss: 1.0048 +2025-05-28 00:23:01,975 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:27:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9772, loss: 0.9772 +2025-05-28 00:23:44,838 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9951, loss: 0.9951 +2025-05-28 00:24:27,641 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0057, loss: 1.0057 +2025-05-28 00:25:10,410 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:24:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9942, loss: 0.9942 +2025-05-28 00:25:53,206 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:24:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0540, loss: 1.0540 +2025-05-28 00:26:36,195 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9956, loss: 0.9956 +2025-05-28 00:27:19,181 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0274, loss: 1.0274 +2025-05-28 00:28:01,950 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:21:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9604, loss: 0.9604 +2025-05-28 00:28:44,765 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9917, loss: 0.9917 +2025-05-28 00:29:27,610 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9892, loss: 0.9892 +2025-05-28 00:30:10,514 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0018, loss: 1.0018 +2025-05-28 00:30:53,287 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:19:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0259, loss: 1.0259 +2025-05-28 00:31:36,107 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0351, loss: 1.0351 +2025-05-28 00:31:39,196 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-28 00:32:55,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:32:55,744 - pyskl - INFO - +top1_acc 0.9045 +top5_acc 0.9787 +2025-05-28 00:32:55,746 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9045, top5_acc: 0.9787 +2025-05-28 00:33:59,520 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:32, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9758, loss: 0.9758 +2025-05-28 00:34:42,487 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0301, loss: 1.0301 +2025-05-28 00:35:25,518 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:16:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9866, loss: 0.9866 +2025-05-28 00:36:08,503 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0281, loss: 1.0281 +2025-05-28 00:36:51,444 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0174, loss: 1.0174 +2025-05-28 00:37:34,451 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:13:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0358, loss: 1.0358 +2025-05-28 00:38:17,461 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0292, loss: 1.0292 +2025-05-28 00:39:00,464 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9756, loss: 0.9756 +2025-05-28 00:39:43,566 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0074, loss: 1.0074 +2025-05-28 00:40:26,947 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:10:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0221, loss: 1.0221 +2025-05-28 00:41:10,078 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0254, loss: 1.0254 +2025-05-28 00:41:53,214 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9761, loss: 0.9761 +2025-05-28 00:42:36,636 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9786, loss: 0.9786 +2025-05-28 00:43:19,687 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:08:03, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0153, loss: 1.0153 +2025-05-28 00:44:02,740 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0112, loss: 1.0112 +2025-05-28 00:44:45,879 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9990, loss: 0.9990 +2025-05-28 00:45:28,977 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9837, loss: 0.9837 +2025-05-28 00:46:12,115 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:08, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0188, loss: 1.0188 +2025-05-28 00:46:55,413 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0364, loss: 1.0364 +2025-05-28 00:47:38,702 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0192, loss: 1.0192 +2025-05-28 00:48:21,745 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9779, loss: 0.9779 +2025-05-28 00:49:04,821 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-05-28 00:49:47,845 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9875, loss: 0.9875 +2025-05-28 00:50:30,673 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0284, loss: 1.0284 +2025-05-28 00:51:13,631 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0037, loss: 1.0037 +2025-05-28 00:51:16,730 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-28 00:52:33,019 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:52:33,086 - pyskl - INFO - +top1_acc 0.9130 +top5_acc 0.9831 +2025-05-28 00:52:33,089 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9130, top5_acc: 0.9831 +2025-05-28 00:52:41,025 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-28 01:02:04,110 - pyskl - INFO - Testing results of the last checkpoint +2025-05-28 01:02:04,111 - pyskl - INFO - top1_acc: 0.9154 +2025-05-28 01:02:04,111 - pyskl - INFO - top5_acc: 0.9843 +2025-05-28 01:02:04,111 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/b_1/best_top1_acc_epoch_136.pth +2025-05-28 01:11:25,190 - pyskl - INFO - Testing results of the best checkpoint +2025-05-28 01:11:25,190 - pyskl - INFO - top1_acc: 0.9301 +2025-05-28 01:11:25,190 - pyskl - INFO - top5_acc: 0.9885